From fb4767a7c1bafdc4551f6fdb8e4e0f41b3fcf19d Mon Sep 17 00:00:00 2001 From: Jim Schreckengast Date: Wed, 11 Nov 2026 05:54:52 -0700 Subject: [PATCH 1/3] Use American spelling for the T-intersection layout The layout the app called T-Junction is now T-Intersection. The README, docs/insights.md and a comment in the renderer follow suit, and the paragraphs that grew are rewrapped. The comment in .gitattributes now says "Normalize". Signed-off-by: Jim Schreckengast --- .gitattributes | 2 +- README.md | 31 ++++++++++++++++--------------- docs/insights.md | 33 +++++++++++++++++---------------- src/gui/render.rs | 2 +- src/sim/network.rs | 2 +- 5 files changed, 36 insertions(+), 34 deletions(-) diff --git a/.gitattributes b/.gitattributes index 73478b6..173a818 100644 --- a/.gitattributes +++ b/.gitattributes @@ -1,4 +1,4 @@ -# Normalise text to LF in the repository; shell scripts stay LF on every platform. +# Normalize text to LF in the repository; shell scripts stay LF on every platform. * text=auto *.sh text eol=lf *.md text eol=lf diff --git a/README.md b/README.md index b99d95c..73e6751 100644 --- a/README.md +++ b/README.md @@ -78,8 +78,8 @@ weights can't be saved; everything else matches the desktop app. ## What you can do in the app * **Intersections:** 4-way arterial with left-turn bays, 4-way major/minor, 4-way - single-lane town intersection, T-junction, single-lane roundabout, and a signal-free - **cooperative crossing** for automated, connected vehicles. + single-lane town intersection, T-intersection, single-lane roundabout, and a + signal-free **cooperative crossing** for automated, connected vehicles. * **Corridors:** set *signals along main road* (1–5). Intersections sit one block (420 m) apart; traffic flows between them, queues spill back, and fixed-time signals can run a coordinated **green wave**. The panels show end-to-end trip time and stops, plus any @@ -249,7 +249,7 @@ those still queued, so a policy can't look good by starving an approach. Lower i ### Controllers (`bench all 20 6`, 6 seeds) -| Person delay\* (s) | Arterial | Major/minor | Town | T-junction | +| Person delay\* (s) | Arterial | Major/minor | Town | T-intersection | |---|---|---|---|---| | Fixed-time (Webster) | 30.5 | 38.1 | 28.1 | 21.2 | | Actuated (NEMA) | 37.5 | 57.5 | 26.5 | 18.3 | @@ -281,14 +281,14 @@ set, person delay / pedestrian wait (s): | Arterial | 18.2 / 13.2 | 17.7 / 12.9 | **17.5 / 12.2** (network kept) | 19.7 / 18.5 | | Major/minor | 22.4 / 11.8 | **21.1 / 10.1** | **21.1 / 10.1** (static tuning) | 23.0 / 16.3 | | Town | 25.6 / 9.5 | 25.8 / 9.6 | **24.3 / 8.6** (network kept) | 27.1 / 11.1 | -| T-junction | 14.4 / 21.3 | 14.0 / 20.8 | 14.0 / 20.8 (static tuning) | **12.9 / 19.9** | +| T-intersection | 14.4 / 21.3 | 14.0 / 20.8 | 14.0 / 20.8 (static tuning) | **12.9 / 19.9** | Counting each waiting pedestrian like one vehicle occupant wasn't enough to protect pedestrians, who are a small share of the people at an intersection: Deep RL trained that way found a checkpoint that passed the pedestrian check in only 2 of 9 runs on the -arterial, major/minor and T-junction layouts. So Deep RL's safety shield now also gives -the next walk to any pedestrian who has waited 40 s. With that rule every run passed, -and the check never had to reject a checkpoint. +arterial, major/minor and T-intersection layouts. So Deep RL's safety shield now also +gives the next walk to any pedestrian who has waited 40 s. With that rule every run +passed, and the check never had to reject a checkpoint. The rule costs people in vehicles little, and on most layouts it helps them. Deep RL trained three ways, held-out test set, mean of three training seeds, person delay / @@ -299,13 +299,14 @@ pedestrian wait (s): | Arterial | 19.9 / 21.5 | 21.7 / 25.1 | 20.3 / 17.7 | 18.2 / 13.2 | | Major/minor | 25.5 / 28.3 | 24.8 / 27.7 | 23.4 / 16.0 | 22.4 / 11.8 | | Town | 27.3 / 14.8 | 28.7 / 11.8 | 26.7 / 10.7 | 25.6 / 9.6 | -| T-junction | 12.0 / 45.6 | 11.5 / 36.8 | 12.6 / 19.7 | 14.4 / 21.3 | +| T-intersection | 12.0 / 45.6 | 11.5 / 36.8 | 12.6 / 19.7 | 14.4 / 21.3 | -With everything else the same, the rule cut person delay by 1.4 to 2.0 s on the -four-way layouts as well as shortening pedestrian waits; only on the T-junction did it -cost 1.1 s. Against 0.3.0, person delay is within 0.6 s on three layouts and 2.1 s lower -on major/minor, and pedestrian waits are 4 to 26 s shorter. A single network's benchmark -score can mislead here: Deep RL networks trained from different seeds differ by 1 to 3 s. +With everything else the same, the rule cut person delay by 1.4 to 2.0 s on the four-way +layouts as well as shortening pedestrian waits; only on the T-intersection did it cost +1.1 s. Against 0.3.0, person delay is within 0.6 s on three layouts and 2.1 s lower on +major/minor, and pedestrian waits are 4 to 26 s shorter. A single network's benchmark +score can mislead here: Deep RL networks trained from different seeds differ by 1 to +3 s. ### Sensors (`bench sensors all 20 4`) @@ -418,8 +419,8 @@ A fuller write-up of every finding, with the commands that reproduce it, is in *static* tuning of the planner, which a one-off search finds. The state-dependent network adds 0.2 s on the arterial and 1.5 s on the town layout, and nothing on the other two. Pure Deep RL cuts person delay by about 30% against fixed-time on the multi-lane - layouts and has the lowest delay on the T-junction, but trails the best controller, the - hybrid, by about 4.5 s on the multi-lane layouts and trails fixed-time and actuated + layouts and has the lowest delay on the T-intersection, but trails the best controller, + the hybrid, by about 4.5 s on the multi-lane layouts and trails fixed-time and actuated control on the single-lane town layout. * **Pedestrians need a hard rule, not just a share of the reward.** Counting waiting pedestrians in Deep RL's reward left their waits long; a 40 s maximum wait in its diff --git a/docs/insights.md b/docs/insights.md index 8efc99d..73e7a0d 100644 --- a/docs/insights.md +++ b/docs/insights.md @@ -10,7 +10,7 @@ the end. ## 1. Signal control: model-based adaptive control is the strong default -| Controller | Arterial | Major/minor | Town | T-junction | +| Controller | Arterial | Major/minor | Town | T-intersection | |---|---|---|---|---| | Fixed-time (Webster) | 30.5 s | 38.1 s | 28.1 s | 21.2 s | | Actuated (NEMA) | 37.5 s | 57.5 s | 26.5 s | 18.3 s | @@ -38,33 +38,34 @@ the end. nothing on the other two, where no network beat the fixed tuning. - **Pure Deep RL:** on the multi-lane layouts it cuts delay by about 30% against fixed-time but trails the best controller, the hybrid, by about 4.5 s (arterial 21.3 s, - major/minor 26.0 s). It has the lowest delay of any controller on the T-junction + major/minor 26.0 s). It has the lowest delay of any controller on the T-intersection (12.3 s), and on the single-lane town layout it trails fixed-time and actuated control (29.0 s). - **Network size:** for Deep RL, one hidden layer of 128 units beat two on every layout, by 1.8 to 4.5 s on held-out scenarios, and doubling the training didn't close the gap. Switching to it cut Deep RL's delay by 10–12 s on the four-way layouts. For the hybrid, one and two layers did the same within noise. -- **Hidden cost:** Deep RL's best result, on the T-junction, used to come with pedestrian - waits twice as long as the other controllers' (46 s). Optimizing one number hid that. +- **Hidden cost:** Deep RL's best result, on the T-intersection, used to come with + pedestrian waits twice as long as the other controllers' (46 s). Optimizing one number + hid that. - **Pedestrians need a hard rule:** adding waiting pedestrians to Deep RL's reward, each counted like one vehicle occupant, didn't fix it. Pedestrians are a small share of the people at an intersection, so the network still traded their waits for vehicle delay, - and only 2 of 9 runs on the arterial, major/minor and T-junction layouts met a check - that pedestrian waits stay within 5 s of predictive control's. Weighting pedestrians - three times as heavily didn't reliably fix it either. A shield rule that gives - the next walk to anyone who has waited 40 s did: every run passed, and the T-junction - wait fell to 21 s. The hybrid passed without any rule, because the planner serves - pedestrians itself. + and only 2 of 9 runs on the arterial, major/minor and T-intersection layouts met a + check that pedestrian waits stay within 5 s of predictive control's. Weighting + pedestrians three times as heavily didn't reliably fix it either. A shield rule that + gives the next walk to anyone who has waited 40 s did: every run passed, and the + T-intersection wait fell to 21 s. The hybrid passed without any rule, because the + planner serves pedestrians itself. - **The rule helps vehicles too, mostly:** trained the same way with and without it (three seeds each, held-out test set), the rule cut person delay by 1.4 s on the arterial and major/minor layouts and 2.0 s on the town layout, and cost 1.1 s only on - the T-junction. One guess, not tested, is that it forces a regular rotation through the - stages that the network otherwise has to learn. Against 0.3.0's Deep RL, person delay - is within 0.6 s on three layouts and 2.1 s lower on major/minor, and pedestrian waits - are 4 to 26 s shorter. The README's benchmark, which scores one network per layout, - first suggested the rule cost more; networks trained from different seeds differ by 1 - to 3 s, so one network per layout can't settle a gap that small. + the T-intersection. One guess, not tested, is that it forces a regular rotation through + the stages that the network otherwise has to learn. Against 0.3.0's Deep RL, person + delay is within 0.6 s on three layouts and 2.1 s lower on major/minor, and pedestrian + waits are 4 to 26 s shorter. The README's benchmark, which scores one network per + layout, first suggested the rule cost more; networks trained from different seeds + differ by 1 to 3 s, so one network per layout can't settle a gap that small. ## 3. Sensors: coverage matters more than accuracy diff --git a/src/gui/render.rs b/src/gui/render.rs index eca33aa..c2a4560 100644 --- a/src/gui/render.rs +++ b/src/gui/render.rs @@ -238,7 +238,7 @@ impl Scene { let x = &net.legs[order[k]]; let y = &net.legs[order[(k + 1) % n]]; if x.d.dot(y.d).abs() > 0.5 { - continue; // opposite legs (T-junction side): straight edge + continue; // opposite legs (T-intersection side): straight edge } // X's out edge and Y's in edge. let ex = x.out_side() * x.out_width; diff --git a/src/sim/network.rs b/src/sim/network.rs index 46bb58d..8828992 100644 --- a/src/sim/network.rs +++ b/src/sim/network.rs @@ -295,7 +295,7 @@ impl LayoutKind { LayoutKind::Arterial4 => "4-Way Arterial (left-turn bays)", LayoutKind::MajorMinor4 => "4-Way Major / Minor", LayoutKind::Town4 => "4-Way Single-Lane (town)", - LayoutKind::Tee => "T-Junction", + LayoutKind::Tee => "T-Intersection", LayoutKind::Roundabout => "Roundabout (single-lane)", LayoutKind::Cooperative => "Cooperative (signal-free, automated)", } From 0aebc881c8c01379163c0674ee646e5b93f222e2 Mon Sep 17 00:00:00 2001 From: Jim Schreckengast Date: Wed, 11 Nov 2026 05:54:52 -0700 Subject: [PATCH 2/3] Add scripted-screenshot settings for overlays, selection and benchmarks Scripted runs can now set TS_OVERLAYS (the overlays to show), TS_SELECT (a vehicle to select), TS_BENCH (start the controller or sensor benchmark) and TS_SCROLL_LEFT (the left panel's scroll offset). With TS_SHOT set, the clock now stops at TS_SHOT_AFTER and the capture waits 600 ms for the panels to refresh, so every capture of the same run shows the same moment. None of this has any effect unless the variables are set. Signed-off-by: Jim Schreckengast --- src/gui/mod.rs | 49 ++++++++++++++++++++++++++++++++++++++++++++----- 1 file changed, 44 insertions(+), 5 deletions(-) diff --git a/src/gui/mod.rs b/src/gui/mod.rs index 25518fd..7471c7f 100644 --- a/src/gui/mod.rs +++ b/src/gui/mod.rs @@ -84,8 +84,12 @@ pub struct App { anim_t: f64, message: Option<(String, Instant)>, shot: Option<(String, f64)>, + /// Scripted runs: when the clock stopped at the screenshot time. + shot_since: Option, /// Scripted runs: hold the right panel at this scroll offset. scroll_right: Option, + /// Scripted runs: hold the left panel at this scroll offset. + scroll_left: Option, } impl App { @@ -146,7 +150,9 @@ impl App { anim_t: 0.0, message: None, shot: None, + shot_since: None, scroll_right: None, + scroll_left: None, } .with_env() } @@ -155,8 +161,11 @@ impl App { /// a controller, allway/twoway, a gap policy p2/ph/p1 with batches, or fcfs for first /// come, first served), TS_POLICY (gap policy p2/ph/p1), TS_SCHED (fcfs), /// TS_CORRIDOR (signals), TS_WAVE, TS_SPEED, TS_ZOOM, TS_COLOR, TS_NIGHT, TS_COND, - /// TS_LOOP_FAULT, TS_ABOUT, TS_SCROLL (right panel offset), TS_SHOT (png path) + - /// TS_SHOT_AFTER (sim seconds). + /// TS_LOOP_FAULT, TS_ABOUT, TS_OVERLAYS (the overlays to show, comma-separated: + /// sensors, detections, conflicts, paths, labels), TS_SELECT (a vehicle id to select), + /// TS_BENCH (controllers or sensors: start that benchmark), TS_SCROLL (right panel + /// offset), TS_SCROLL_LEFT (left panel offset), TS_SHOT (png path) + TS_SHOT_AFTER + /// (sim seconds). fn with_env(mut self) -> Self { let var = |k: &str| std::env::var(k).ok(); if let Some(l) = var("TS_LAYOUT").and_then(|v| LayoutKind::ALL.into_iter().find(|k| k.key() == v)) { @@ -217,7 +226,22 @@ impl App { if let Some(f) = var("TS_LOOP_FAULT").and_then(|v| v.parse().ok()) { self.world.sims[self.focus].sensors.loop_fault = f; } + if let Some(list) = var("TS_OVERLAYS") { + let on = |name: &str| list.split(',').any(|s| s.trim() == name); + self.ov.sensors = on("sensors"); + self.ov.detections = on("detections"); + self.ov.conflicts = on("conflicts"); + self.ov.paths = on("paths"); + self.ov.labels = on("labels"); + } + self.selected = var("TS_SELECT").and_then(|v| v.parse().ok()); + match var("TS_BENCH").as_deref() { + Some("controllers") => self.start_bench(false), + Some("sensors") => self.start_bench(true), + _ => {} + } self.scroll_right = var("TS_SCROLL").and_then(|v| v.parse().ok()); + self.scroll_left = var("TS_SCROLL_LEFT").and_then(|v| v.parse().ok()); if let Some(p) = var("TS_SHOT") { let after = var("TS_SHOT_AFTER").and_then(|v| v.parse().ok()).unwrap_or(120.0); self.shot = Some((p, after)); @@ -342,7 +366,14 @@ impl App { self.acc += real * self.speed as f64; let budget = Instant::now(); let dt = self.world.dt(); + // A scripted screenshot stops the clock at its time, so every capture of the same + // run shows the same moment. + let stop = self.shot.as_ref().map(|s| s.1); while self.acc >= dt { + if stop.is_some_and(|t| self.world.sims[self.focus].t >= t) { + self.acc = 0.0; + break; + } self.world.step(); if let Some(t) = self.twin.as_mut() { t.step(); @@ -456,7 +487,11 @@ impl App { } fn left_panel(&mut self, ui: &mut Ui) { - egui::ScrollArea::vertical().show(ui, |ui| { + let mut area = egui::ScrollArea::vertical(); + if let Some(y) = self.scroll_left { + area = area.vertical_scroll_offset(y); + } + area.show(ui, |ui| { ui.heading("Scenario"); let mut layout = self.layout; let label = ui.label("Intersection"); @@ -1702,8 +1737,12 @@ impl eframe::App for App { self.bench_window(&ctx); self.about_window(&ctx); if let Some((path, after)) = self.shot.clone() && self.world.sims[self.focus].t >= after { - self.shot = None; - shot::request(&ctx, path); + // Let the panels refresh at the stopped time before capturing. + let since = *self.shot_since.get_or_insert_with(Instant::now); + if since.elapsed().as_millis() > 600 { + self.shot = None; + shot::request(&ctx, path); + } } } } From 2ad7cced6f0de004ce4433573f819636f12a0c8a Mon Sep 17 00:00:00 2001 From: Jim Schreckengast Date: Wed, 11 Nov 2026 05:54:52 -0700 Subject: [PATCH 3/3] Add an architecture document docs/architecture.md explains how Intersection Lab 0.5.1 fits together. It covers the layers, the boundary between ground truth and what controllers see, what each source file does and the order of one simulation step. It then describes the controllers and the learning code, gives an illustrated tour of the app and covers the build, CI and release pipeline. Section 13 lists where to change the code to add a controller, a layout or a sensor, and Appendix A says how each screenshot was made. It has 21 Mermaid diagrams, 40 screenshots and three figures, which are in docs/images/architecture/. The README and CONTRIBUTING.md link to it. Signed-off-by: Jim Schreckengast --- CONTRIBUTING.md | 4 + README.md | 6 +- docs/architecture.md | 3322 +++++++++++++++++ docs/images/architecture/about-window.png | Bin 0 -> 250058 bytes .../images/architecture/arterial-approach.svg | 154 + docs/images/architecture/bench-window.png | Bin 0 -> 183150 bytes .../images/architecture/benchmark-buttons.png | Bin 0 -> 35786 bytes docs/images/architecture/brain-hybrid.png | Bin 0 -> 109427 bytes docs/images/architecture/brain-predictive.png | Bin 0 -> 61464 bytes docs/images/architecture/brain-rl.png | Bin 0 -> 71820 bytes docs/images/architecture/breakdowns.png | Bin 0 -> 119579 bytes docs/images/architecture/charts.png | Bin 0 -> 103182 bytes docs/images/architecture/compare-left.png | Bin 0 -> 17721 bytes docs/images/architecture/compare-table.png | Bin 0 -> 64579 bytes docs/images/architecture/compare.png | Bin 0 -> 414475 bytes .../images/architecture/coop-bench-window.png | Bin 0 -> 131183 bytes docs/images/architecture/coop-compare.png 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mode 100644 docs/images/architecture/rl-panel.png create mode 100644 docs/images/architecture/scenario.png create mode 100644 docs/images/architecture/selected-canvas.png create mode 100644 docs/images/architecture/selected-vehicle.png create mode 100644 docs/images/architecture/sensors.png create mode 100644 docs/images/architecture/timeline.png create mode 100644 docs/images/architecture/topbar-run.png create mode 100644 docs/images/architecture/topbar-spawn.png create mode 100644 docs/images/architecture/view.png diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index e2bcf69..6c4caed 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -20,6 +20,10 @@ public issue. How decisions are made and who does what is described in * **Simulation realism:** if something behaves unrealistically, say what real traffic would do and, where you can, cite a source (for example the *Highway Capacity Manual*, the *MUTCD* or a published study). +* **Finding your way around:** [docs/architecture.md](docs/architecture.md) explains what + each source file does and how the parts work together. Its + [section 13](docs/architecture.md#13-extending-the-program) lists the places to change + when you add a controller, a layout or a sensor. ## Setting up diff --git a/README.md b/README.md index 73e6751..4322367 100644 --- a/README.md +++ b/README.md @@ -468,11 +468,15 @@ src/bin/ bench (comparisons, sensor study), train (RL training) weights/ trained DQN and hybrid weights per layout tests/ safety + throughput regression tests examples/ corridor, lpi, fya, satflow, preempt, sweep (multi-seed safety sweep), cooperative -docs/ insights.md (every finding), cooperative-intersections.md (design notes for the +docs/ architecture.md (how the code fits together, with a tour of the app), + insights.md (every finding), cooperative-intersections.md (design notes for the signal-free crossing, with the scripts behind its estimates and figures), assurance-case.md (why SECURITY.md's expectations hold), screenshots ``` +[docs/architecture.md](docs/architecture.md) explains what each source file does, how one +simulation step runs and how to add a controller, layout or sensor. + ## Notes and limitations * Corridors run along the east-west road only; side streets end at their own block. diff --git a/docs/architecture.md b/docs/architecture.md new file mode 100644 index 0000000..0a06a53 --- /dev/null +++ b/docs/architecture.md @@ -0,0 +1,3322 @@ +# Intersection Lab architecture + +This document describes how Intersection Lab is put together. It covers what each Rust +source file does, how the code is split into layers, and how those layers work together +during a simulation step, a corridor run, a cooperative crossing, a benchmark and a +training run. It describes version 0.5.1. Section 9.4 is an illustrated tour of the +app's window, and Appendix A says how the screenshots were made. + +The diagrams are written in [Mermaid](https://mermaid.js.org/), which GitHub renders +inline. Their colors mean the same thing throughout: + +| Color | Stands for | +|---|---| +| Orange | Front ends: the app, the command-line programs, studies and tests | +| Green | The simulation core, `src/sim/` | +| Blue | Signal control, `src/control/` | +| Purple | Learning, `src/rl/` | +| Teal | The cooperative crossing (`sim/coop.rs`) | +| Red | Safety checks | +| Gray | Shared code and data files | + +--- + +## 1. What the program is + +Intersection Lab is a *microscopic* traffic simulator. Every vehicle and pedestrian is +modeled individually, 10 times per simulated second. It is used to compare ways of +running an intersection, on six layouts: + +![The six layouts, each at the app's default zoom](images/architecture/layouts.png) + +| Layout | Ways to run it | Default demand (veh/h per approach, east–west / north–south) | +|---|---|---| +| 4-Way Arterial (left-turn bays) | Traffic signal, all-way stop | 700 / 550 | +| 4-Way Major / Minor | Traffic signal, two-way stop, all-way stop | 750 / 200 | +| 4-Way Single-Lane (town) | Traffic signal, all-way stop | 300 / 260 | +| T-Intersection | Traffic signal, two-way stop, all-way stop | 650 / 260 | +| Roundabout (single-lane) | Yield | 420 / 350 | +| Cooperative (signal-free, automated) | Intersection manager | 4,500 / 4,500 | + +What can be compared: + +* **Signal controllers:** + * fixed-time (Webster); + * actuated (NEMA gap-out); + * max-pressure; + * predictive (schedule-driven model predictive control); + * Deep RL (reinforcement learning with a Double DQN, a deep Q-network); + * the Hybrid, in which RL re-tunes the predictive planner. +* **Unsignalized control:** all-way stop, two-way stop and the roundabout's yield rule. +* **A signal-free crossing for automated, connected vehicles,** where an intersection + manager gives each vehicle an exact trajectory through the box. It schedules them + either in batches that serve one movement per ring at a time or first come, first + served, under any of three safety margins. +* **Sensor packages:** loops, camera, radar and connected vehicles, with ideal or + field-realistic errors, in five weather and light conditions. +* **Pedestrian and turn treatments:** leading pedestrian interval, no turn on red while + pedestrians are present and a choice of protected, protected-plus-permissive (flashing + yellow arrow) or automatically chosen left-turn phasing. +* **Single intersections or corridors**, where several signals hand vehicles to each + other, optionally on a fixed-time green wave. + +The same library is used in five ways: + +* the interactive app, on the desktop and in the browser; +* the headless `bench` and `train` programs; +* the study programs in `examples/`; +* the regression tests in `tests/`; +* the fuzz target in `fuzz/`, which feeds arbitrary files to the weights loaders. + +--- + +## 2. Architecture at a glance + +The crate has four top-level modules, `sim`, `control`, `rl` and `gui`, declared in the +library root `lib.rs`. They form layers, with two exceptions, both kept narrow on +purpose: + +* **`sim` and `control` use each other.** `sim` builds the chosen controller with + `control::make`, holds it as a `Box` and calls it once a step, and + `control` reads `sim`'s data types. The interface between them is a single struct in + and a stage number out (see §2.2). +* **`rl` uses `sim`'s random number generator,** so that training runs are repeatable. + It knows nothing else about traffic. + +```mermaid +flowchart TB + subgraph FE["Front ends"] + direction LR + TRAIN["bin/train.rs
trains the
networks"] + STUDY["examples/,
tests/, fuzz/
studies, tests
and fuzzing"] + GUI["gui/
desktop and
browser app"] + BENCH["bin/bench.rs
benchmark
tables"] + end + LIB["lib.rs
scenario()
run_scenario()"] + subgraph CORE["Simulation core"] + direction LR + SIM["sim/
world model, right
of way, signals,
sensors, statistics,
cooperative crossing"] + CTRL["control/
signal controllers,
weights files"] + end + RL["rl/
neural network,
Adam, Double DQN"] + W[("weights/*.json
built in and on disk")] + GUI -->|"benchmarks"| LIB + BENCH --> LIB + FE -->|"every front end"| CORE + LIB --> CORE + SIM <-->|"Ctx in, stage out"| CTRL + CTRL --> RL + CTRL --> W + STUDY -->|"fuzz/: rl::dqn"| RL + RL -.->|"random numbers"| SIM + classDef ui fill:#fff3e0,stroke:#c05621,color:#3b1d06 + classDef sim fill:#e7f5ec,stroke:#2f855a,color:#123524 + classDef ctrl fill:#e8f0fe,stroke:#2b6cb0,color:#0b2545 + classDef rl fill:#f3e8ff,stroke:#7e3fbf,color:#2e1065 + classDef data fill:#f1f3f5,stroke:#5f6b7a,color:#1f2933 + class GUI,BENCH,TRAIN,STUDY ui + class SIM sim + class CTRL ctrl + class RL rl + class LIB,W data + style FE fill:transparent,stroke:#8b949e,stroke-dasharray:4 3 + style CORE fill:transparent,stroke:#8b949e,stroke-dasharray:4 3 +``` + +Each front end uses only the library's public modules: + +| Front end | Uses | +|---|---| +| `gui/` | `sim` and `control`; `lib.rs` for its benchmark windows | +| `bin/bench.rs` | `lib.rs` (`scenario`, `run_scenario`), `sim` and `control` | +| `bin/train.rs` | `sim` and `control` (it drives `Sim` itself) | +| `examples/` | `sim` and `control`; `make_icons` uses only `gui::shot` | +| `tests/` | `sim` and `control` | +| `fuzz/` | `sim`, `control` and `rl::dqn` | + +### 2.1 Responsibilities by layer + +| Layer | Owns | Does not do | +|---|---|---| +| `sim` | Ground truth: geometry, vehicles, pedestrians, the signal state machine, sensors, demand, statistics, corridor hand-over and the cooperative crossing's intersection manager. Also the parts of signal control a controller must not override: minimum green, pedestrian clearance, emergency preemption and the max-wait guard. | Pick a controller's stages; draw anything; read files | +| `control` | Signal decisions made from a `SensorView`; loading and saving trained weights | See ground truth, apart from pedestrians and emergency vehicles (§6.5) and the learning reward (§2.2); move vehicles; change clearance timing | +| `rl` | A generic neural network, the Adam optimizer and the Double DQN algorithm | Know anything about traffic | +| `gui` | Input, rendering, charts, the benchmark windows and screenshots. It steps the `World`, changes settings, swaps controllers and spawns vehicles by hand. | Move vehicles or decide anything itself | +| `bin`, `examples`, `tests`, `fuzz` | Experiment scripts and command-line output | Contain simulation logic | + +### 2.2 The key boundary: controllers only see sensors + +The most important design rule is that **a controller decides from sensor data, never +from ground truth.** Every step, `Sim` builds a `SensorView` from whichever sensors are +enabled, applying their errors, and hands it to the controller inside a `Ctx`. The +controller's only output is "switch to stage *j*" or "hold". `Sim` then decides whether +the switch may happen yet, and the vehicles' behavior stays with `Sim`, so a controller +cannot: + +* skip the yellow or all-red clearance intervals; +* cut a minimum green or a pedestrian interval short; +* cause a collision. + +This rule is what makes sensor studies meaningful. If a controller does better with +radar, it is because it saw more, not because it peeked. The exception is pedestrians +and emergency vehicles, which reach the `SensorView` straight from ground truth, +whatever sensors are fitted (§6.5). + +`Ctx` carries the network, the `SensorView`, the signal state, the configured demand and +sensor settings, the time, `can_switch` and `reward_delay`. Two of those deserve a note: + +* **`reward_delay` is ground truth:** the total person delay of the last step, including + people queued at the edge of the map and pedestrians waiting. The Deep RL and Hybrid + controllers use it only as their training reward, never as an input to a decision. +* **The demand is the configured design volume,** the counts an engineer would plan + with. The fixed-time controller computes its plan from it when it is built; no + controller reads it while deciding. + +```mermaid +flowchart TB + T["Ground truth
Sim.vehicles, Sim.peds"] -->|"sense()"| V["SensorView
per lane and movement"] + V --> C["Ctx
net, view, sig, demand, sensors,
t, dt, can_switch, reward_delay"] + T -.->|"reward_delay
(learning only)"| C + C --> K{{"Controller::step"}} + K -->|"Option<stage>"| G["control_signal()
preemption, max-wait guard,
can_switch"] + V -->|"emergency vehicles,
longest waits"| G + G -->|"request(j)"| S["SignalState
yellow, all-red, WALK timers"] + S -->|"current stage"| C + S -->|"status: G, Rt, P, Y, R"| D["Vehicle decisions
compute_vstat, decide"] + D -->|"move"| T + classDef sim fill:#e7f5ec,stroke:#2f855a,color:#123524 + classDef ctrl fill:#e8f0fe,stroke:#2b6cb0,color:#0b2545 + classDef safe fill:#fdecec,stroke:#c53030,color:#4a0f0f + class T,V,S,D sim + class C,K ctrl + class G safe +``` + +The cooperative crossing has neither sensors nor a controller. Its vehicles are +automated and connected, so the intersection manager (§6.11) reads their positions and +speeds directly, as their own reports would give them. + +--- + +## 3. Crate layout and build targets + +``` +src/ + lib.rs library root: scenario() and run_scenario() + main.rs app entry point (native window or browser canvas) + sim/ simulation core, including the cooperative crossing (11 files) + control/ signal controllers and weights files (8 files) + rl/ neural network and Double DQN (3 files) + gui/ egui front end (5 files) + bin/bench.rs headless controller and sensor benchmarks + bin/train.rs headless training of the Deep RL and Hybrid networks +examples/ studies: cooperative, corridor, fya, lpi, preempt, satflow, sweep, + plus make_icons +tests/ safety, cooperative, pedestrian_rule, weights_files +fuzz/ cargo-fuzz target for weights files (a workspace of its own) +weights/ trained networks (JSON), also compiled into the binary +web/index.html page that hosts the browser build (Trunk) +assets/ the window icon +packaging/ installer scripts for macOS, Windows and Linux; license notices +.github/workflows/ CI, CodeQL, DCO, Pages, release, crate publishing, Scorecard +docs/ this document, insights.md, cooperative-intersections.md (with the + scripts behind it in cooperative-scripts/), assurance-case.md and + the images these and the README use +``` + +| Directory | Files | Lines | +|---|---:|---:| +| `src/sim/` | 11 | 7,602 | +| `src/control/` | 8 | 1,474 | +| `src/rl/` | 3 | 360 | +| `src/gui/` | 5 | 3,644 | +| `src/bin/` | 2 | 589 | +| `src/lib.rs`, `src/main.rs` | 2 | 78 | +| `examples/` | 8 | 575 | +| `tests/` | 4 | 749 | +| `fuzz/fuzz_targets/` | 1 | 54 | + +| Target | Built from | Purpose | +|---|---|---| +| library `intersection_lab` | `src/lib.rs` | Everything below is built on it | +| `intersection-lab` (the default) | `src/main.rs` | The desktop app (eframe, native) or the browser app (`wasm32-unknown-unknown`, built with Trunk and published to GitHub Pages) | +| `bench` | `src/bin/bench.rs` | Print controller and sensor tables | +| `train` | `src/bin/train.rs` | Train the Deep RL and Hybrid networks | +| examples | `examples/*.rs` | Studies behind `docs/insights.md` and `docs/cooperative-intersections.md`, plus the icon renderer | +| tests | `tests/*.rs` | Regression tests, run by CI on Linux, macOS and Windows | +| `weights` fuzz target | `fuzz/fuzz_targets/weights.rs` | Feeds arbitrary bytes to the weights loaders | + +The crate is edition 2024 and has four dependencies: `eframe` and `egui` 0.37, `serde` +and `serde_json`. The browser build adds two more, `web-time` and +`wasm-bindgen-futures`. The crate has no features and no dev-dependencies. The package +published to crates.io holds only the library, the app, the weights files, the icon, the +licenses and the README, so `bench`, `train`, the examples and the tests are not in it. + +Platform differences are kept to a few places: + +* **`main.rs`:** how the app starts (a native window or a canvas in the page), and no + console window for Windows release builds. +* **`gui/mod.rs`:** `Instant` comes from `web-time` in the browser, and the `WEB` + constant hides the buttons that save weights and the hints about training. +* **`gui/bench.rs`:** benchmarks run on threads on the desktop and in slices of each + frame in the browser. +* **`control/weights.rs`:** the per-user weights folder differs on macOS, Windows and + Linux. +* **`Cargo.toml`:** the browser-only dependencies. + +The rest of the code has no platform-specific parts. + +--- + +## 4. Module dependencies + +Inside `sim`, four files share one type: `sim/mod.rs` defines `Sim`, and `sensors.rs`, +`stats.rs` and `coop.rs` add `impl Sim` blocks or read its vehicles. That keeps each +model next to its own data types while giving it the engine's private state. The graph +below shows how the groups of files depend on each other; the table after it lists +every dependency between files. + +```mermaid +flowchart TB + world["world.rs
one signal or a corridor"] + ENGINE["The engine
sim/mod.rs: Sim, Vehicle, Ped
sensors.rs · stats.rs · coop.rs"] + CONTROL["control/
mod.rs: Controller, Ctx, make()
fixed · actuated · maxpressure · predictive
rl · hybrid · weights"] + RLM["rl/
dqn.rs · nn.rs"] + MODEL["Road and demand
network.rs · signal.rs · demand.rs"] + BASE["Foundations
geom.rs · rng.rs · vtypes.rs"] + world --> ENGINE + world --> CONTROL + ENGINE <-->|"make(), step()"| CONTROL + CONTROL --> RLM + ENGINE --> MODEL + CONTROL --> MODEL + world --> MODEL + MODEL --> BASE + RLM -->|"rng.rs only"| BASE + ENGINE --> BASE + CONTROL --> BASE + world --> BASE + classDef sim fill:#e7f5ec,stroke:#2f855a,color:#123524 + classDef ctrl fill:#e8f0fe,stroke:#2b6cb0,color:#0b2545 + classDef rl fill:#f3e8ff,stroke:#7e3fbf,color:#2e1065 + classDef data fill:#f1f3f5,stroke:#5f6b7a,color:#1f2933 + class world,ENGINE,MODEL sim + class CONTROL ctrl + class RLM rl + class BASE data +``` + +The table lists every dependency between files inside the crate, as `use` statements +and fully qualified paths show them. + +| File | Uses | +|---|---| +| `sim/mod.rs` | `coop`, `demand`, `geom`, `network`, `rng`, `sensors`, `signal`, `stats`, `vtypes`; `control/mod.rs` | +| `sim/coop.rs` | `sim/mod.rs`, `network`, `vtypes` | +| `sim/sensors.rs` | `sim/mod.rs`, `network`, `signal`, `vtypes` | +| `sim/stats.rs` | `sim/mod.rs`, `demand`, `network`, `vtypes` | +| `sim/world.rs` | `sim/mod.rs`, `demand`, `geom`, `network`, `rng`; `control/mod.rs` | +| `sim/demand.rs` | `network`, `rng`, `vtypes` | +| `sim/signal.rs` | `network` | +| `sim/network.rs` | `geom` | +| `sim/geom.rs`, `sim/rng.rs`, `sim/vtypes.rs` | nothing | +| `control/mod.rs` | the six controllers; `sim`: `demand`, `network`, `sensors`, `signal` | +| `control/fixed.rs` | `control/mod.rs`; `sim`: `demand`, `network`, `signal` | +| `control/actuated.rs` | `control/mod.rs`; `sim`: `network`, `signal`, `vtypes` | +| `control/maxpressure.rs` | `control/mod.rs`; `sim`: `network`, `signal` | +| `control/predictive.rs` | `control/mod.rs`; `sim`: `network`, `signal`, `vtypes` | +| `control/rl.rs` | `control/mod.rs`, `maxpressure`, `predictive`, `weights`; `rl/dqn.rs`; `sim`: `network`, `rng`, `signal` | +| `control/hybrid.rs` | `control/mod.rs`, `predictive`, `rl`, `weights`; `rl/dqn.rs`; `sim`: `network`, `rng` | +| `control/weights.rs` | nothing (it embeds `weights/*.json`) | +| `rl/dqn.rs` | `rl/nn.rs`; `sim/rng.rs` | +| `rl/nn.rs` | `sim/rng.rs` | +| `lib.rs` | `control/mod.rs`; `sim`: `mod`, `demand`, `network`, `sensors`, `stats` | +| `gui/mod.rs` | `gui/bench`, `charts`, `render`, `shot`; `control`: `mod`, `rl`, `hybrid`; `sim`: `mod`, `coop`, `demand`, `geom`, `network`, `sensors`, `stats`, `vtypes`, `world` | +| `gui/bench.rs` | `lib.rs`; `control/mod.rs`; `sim`: `mod`, `coop`, `demand`, `network`, `sensors`, `stats` | +| `gui/render.rs` | `sim`: `mod`, `coop`, `geom`, `network`, `rng`, `sensors`, `signal`, `vtypes` | +| `gui/charts.rs` | `gui/render.rs`; `sim`: `mod`, `network`, `signal` | +| `gui/shot.rs` | nothing | + +Two calls cross from `sim` into one controller without a `use`: `Sim` and `World` reach +the fixed-time controller's `coordinate_plan` through `Controller::as_fixed()` to set +up a green wave. + +--- + +## 5. One simulation step + +`Sim::step` (`src/sim/mod.rs`) advances one intersection by `dt` = 0.1 s, in a fixed +order. Every stage reads what the previous one wrote, so the order is part of the +model. Signalized and unsignalized intersections share most of it; the cooperative +crossing swaps sensing, signal control and driver decisions for its intersection +manager. + +```mermaid +flowchart TB + A["1. Demand
vehicles join the entry
queues, pedestrians arrive"] + B["2. Spawn
where an entry lane has room"] + SEN["3. Sense
sense() builds the SensorView"] + CTL["4. Control
update_left_phasing(),
control_signal(), which
calls Controller::step,
then SignalState::step()"] + MGR["4. Manage
coop_control() plans and
grants trajectories"] + VS["5. Right of way
compute_vstat()"] + DR["6. Drive
decide() in turn, then integrate"] + DRC["6. Drive
replay the granted plans"] + AI["7. After moving
reward, near misses, monitors,
retire exits, overlap check"] + LC["8. Lane changes
mandatory, then MOBIL"] + PED["9. Pedestrians
step_peds()"] + END["10. Clock
t += dt; sample statistics"] + A --> B + B -->|"other layouts"| SEN + B -->|"cooperative crossing"| MGR + SEN -->|"traffic signal"| CTL + SEN -->|"stop signs,
roundabout"| VS + CTL --> VS --> DR --> AI + MGR --> DRC --> AI + AI -->|"other layouts"| LC --> PED + AI -->|"cooperative crossing"| PED + PED --> END + classDef sim fill:#e7f5ec,stroke:#2f855a,color:#123524 + classDef ctrl fill:#e8f0fe,stroke:#2b6cb0,color:#0b2545 + classDef coop fill:#e6fffa,stroke:#2c7a7b,color:#0b3b3c + classDef safe fill:#fdecec,stroke:#c53030,color:#4a0f0f + class A,B,SEN,VS,DR,LC,PED,END sim + class CTL ctrl + class MGR,DRC coop + class AI safe +``` + +Three things about this ordering matter: + +* **Sensing happens before control, and control before driving.** A controller decides + on what the sensors saw at the start of the step, and vehicles react to the + indication that results. This adds the one-step latency that real systems have. +* **`compute_vstat` runs after the signal is updated,** so every vehicle's right-of-way + status reflects the current indication before anyone moves. +* **The intersection manager runs after spawning,** so a vehicle can be given its plan + in the step it appears. + +--- + +## 6. The simulation core: `src/sim/` + +| File | Lines | What it holds | +|---|---:|---| +| `mod.rs` | 2,353 | `Sim`, `Vehicle` and `Ped`: spawning, car following, right of way, lane changes, pedestrians and the safety check | +| `coop.rs` | 1,883 | The cooperative crossing's intersection manager | +| `network.rs` | 1,074 | The layouts: legs, lanes, paths, movements, stages and conflict points | +| `sensors.rs` | 572 | Sensor models and `Sim::sense` | +| `world.rs` | 387 | One intersection or a corridor | +| `signal.rs` | 286 | The signal state machine | +| `demand.rs` | 273 | Arrivals | +| `geom.rs` | 268 | Vectors, paths and curves | +| `stats.rs` | 254 | Measurement | +| `vtypes.rs` | 167 | Vehicle classes | +| `rng.rs` | 85 | Random numbers | + +### 6.1 `sim/mod.rs`: the `Sim` engine + +`Sim` is one intersection. It owns: + +| Group | Fields | +|---|---| +| Road | `net: Network` | +| Clock | `t`; `dt`, which is 0.1 s; `steps`, the step count | +| Traffic | `vehicles`, `peds`; `queues`, the arrivals waiting at the edge of the map, one queue per leg; `occ`, the vehicles on each link, front first | +| Control | `mode`; `signal: SignalState`; `controller: Box` and its `ctrl_kind`; `coop: Option`, built only for the cooperative crossing | +| Inputs | `demand: DemandConfig` and its generator `demand_gen`; `sensors: SensorConfig` and the `view: SensorView` they produce | +| Settings | `rtor` (right turn on red, on), `ntor_peds` (no turn on red while pedestrians are present, off), `left_mode` (flashing yellow arrow), `preemption` (on), `max_wait_guard` (150 s), `check_safety` (off) | +| Corridor hooks | `collect_exits`, `exits`, `exit_room`, `upstream`, `coordination` | +| Results | `stats: Stats`, `collisions`, `collision_log`, `lane_changes`, `last_reward` | + +The file also defines: + +* **`Vehicle`:** + * its route as a list of `LinkId`s, with an index `ri` and a distance `s` along the + current link; + * its class, movement, turn and leg; + * speed, acceleration and desired speed `v0`; + * a reaction time before pulling away from a stop: 0.6–1.2 s for drivers, 0.3 s + for emergency vehicles and none for automated vehicles; + * delay, stops, stopped time and fuel; + * the conflict points it has *committed* to; + * its stop-sign and yellow decisions; + * the `Reason` it is braking, and the vehicle it is yielding to, both shown in the + app; + * lane-change state, and a `Trip` for corridor journeys. +* **`Ped`:** a pedestrian on a crosswalk, with a position `u` along it, a walking speed + of 1.35 ± 0.18 m/s (kept between 0.9 and 1.8 m/s) and a state of `Waiting`, `Crossing` + or `Leaving`. +* **`ControlMode`:** how the intersection is run. `ControlMode::options` lists the + modes each layout allows, and `Sim::with_demand` replaces a mode the layout doesn't + allow with the layout's first option. + + | Mode | Shown as | Layouts | + |---|---|---| + | `Signal` | Traffic signal | Arterial, major/minor, town, T-intersection | + | `AllWayStop` | All-way stop | Arterial, major/minor, town, T-intersection | + | `TwoWayStop` | Two-way stop (minor street) | Major/minor, T-intersection | + | `Roundabout` | Yield (roundabout) | Roundabout | + | `Cooperative` | Intersection manager (no signal) | Cooperative | + +* **`LeftMode`:** how left turns are phased. `Fya`, the default, is a protected arrow + plus a permissive flashing yellow arrow. `Protected` allows protected arrows only. + `Auto` chooses per movement every 30 s by the product of the left-turn and opposing + through volumes, with thresholds of 50,000, 90,000 and 110,000 for one, two and three + or more opposing lanes. `update_left_phasing` makes the change only while the + movement is red, by rewriting the stages from a saved copy. +* **`Reason`:** why a vehicle is braking: free flow, following, stopping for a signal, + a stop sign, yielding right-of-way, yielding to a pedestrian, slowing for a turn or + waiting to change lanes, plus three for automated vehicles: slowing to meet its + reserved slot, waiting for a reservation and slowing to the crossing speed. +* **`Exit` and `UpstreamObs`:** what a corridor passes between neighbors: a vehicle + leaving toward the next intersection, and a vehicle reported to be on its way. + +`Sim::step` (§5) calls the method groups below; §5 gives their order. + +#### Spawning and lanes + +* `spawn_from_queues` lets the first arrival in each leg's queue enter on the lane + with the most room (`entry_lane`), provided that lane has room for it. Otherwise it + waits. The queue has no limit, so a full approach backs up out of sight, and that + wait still counts as delay. On the cooperative crossing every movement has its own + lanes, so the first arrival of each movement may enter. +* `entry_lanes`, `route_from`, `lane_ok` and `lane_target` work out which lane a + movement may use. A vehicle bound for a turn bay enters next to the bay and changes + into it later. +* `spawn_vehicle` sets the desired speed: the leg's limit times the class's factor + times a per-driver factor. Automated vehicles keep to the limit, except emergency + vehicles. +* `free_flow_time` gives each vehicle's travel time on an empty network, with a cache. + Control delay is the actual travel time minus this, as in the Highway Capacity Manual + (HCM). + +#### Longitudinal motion + +* `idm` is the Intelligent Driver Model (IDM). Each vehicle class has its own + parameters, from `vtypes`. +* `leader` and `scan_siblings` find the vehicle ahead, including vehicles on a link + that branches off alongside ours and vehicles that have just changed lanes but are + still partly in the old one (`ghosts`, for 1.5 s). +* Curve speeds come from `Link::curve_speed`, which comes from the path's tightest + radius. +* `exit_gap` treats the queue of a backed-up downstream intersection as a leader + beyond the end of the route, up to 250 m away. This is how queues spill back along a + corridor. +* `exit_space` asks whether there is room on the far side to clear the box. A vehicle + near the stop line waits there rather than enter without it, on every layout. + +#### Right of way + +There is no central planner, except on the cooperative crossing (§6.11). Each pair of +paths through the box was intersected ahead of time into **conflict points**, each +with a **zone** on both paths where two bodies could touch (§6.2). Every step, each +vehicle decides for itself. + +Conflict points on +the arterial: crossings in yellow, merges in blue and points a vehicle has committed to +in red + +*The arterial with the conflict-point, path and delay-label overlays on, zoomed in. +Yellow rings are crossings, blue rings are merges and red rings are points that some +vehicle has committed to. The labels show each vehicle's delay so far.* + +`compute_vstat` first gives every vehicle a `VStat` for the step (`vstat_of`): + +* **`rank`:** its priority. A vehicle yields to higher ranks. + + | Situation | Rank | + |---|---:| + | Emergency vehicle | 5 | + | Signal: in the box after its indication has ended | 3 | + | Signal: green (`G`, or `Rt`, which yields only to pedestrians), or decided to go on yellow | 2 | + | Signal: permissive (flashing yellow arrow) | 1 | + | Signal: right turn on red, at least 1.0 s after stopping | 0 | + | All-way stop: served, at least 0.8 s after stopping (ties go by stop order) | 1 | + | All-way stop, or the minor street of a two-way stop: in the box | 3 | + | Two-way stop: major-street left turn / other major-street movements | 1 / 2 | + | Two-way stop: minor street, at least 0.8 s after stopping | 0.5 | + | Roundabout: entering / circulating | 1 / 2 | + +* **`key`:** the tie-breaker within a rank. On an all-way stop it is the time the + vehicle stopped; elsewhere a tie goes to whichever vehicle would reach the zone + first, then to the lower id. +* **`must_stop`:** the vehicle must stop at its line, and **`reason_stop`** says why: 1 + for a signal, 2 for a sign. +* **`excluded`:** the vehicle will stop at its line, so it is not a threat to anyone + downstream. +* **`hold_line`:** a vehicle turning right on red or already served at a stop sign. It + waits at the line, not inside the box, whenever it must yield, and commits to every + crossing it takes. + +Then each vehicle runs `decide`, which uses these helpers: + +* **`threats`:** the vehicles that will pass a given point on another link, with their + distance to it. +* **`must_yield`:** the vehicle this one must yield to at a conflict point, if any. The + other vehicle has priority if it has committed, is inside the zone, can no longer stop + or has a higher rank, or else if it wins the tie-break. Vehicles that will stop at + their line are ignored unless they have committed, are inside the zone or can no + longer stop. Stopped vehicles that are themselves waiting are ignored unless they are + inside the zone. If the other vehicle has priority, the two vehicles' times in the + zone must be at least 0.8 s apart at a crossing or 1.2 s at a merge, and 2.0 s when a + vehicle of rank 1 or lower yields to a higher rank. +* **Commitment:** once a vehicle that need not yield is within v²/6 + 3 m of a + conflict zone (its stopping distance at 3 m/s², plus 3 m), it *commits* to it, and + **committed vehicles keep the right of way.** This is what keeps the box free of + collisions without a global scheduler. Merges are never committed: they are settled + afresh every step. A commitment made by a vehicle that has since come to a stop + before the zone lapses, and it must check again. +* **Guards against blocking the box:** + * `stalled_in_zone`: a vehicle stopped inside the zone. + * `unstoppable_rival`: another vehicle that committed at the same moment and can no + longer stop. + * `rest_blocker`: for vehicles of rank 1 or lower, such as a permissive left turn, a + later conflict on the same turn that would make the vehicle stop in the middle of + it. Such a vehicle accepts a gap only if it lasts for the whole turn. + * `live_threat`: whether anyone is expected at a zone within 12 s. Vehicles held at + a red count, because the light may change while we wait. This was the 0.2.1 + gridlock fix. + * `unblock` in `decide`: don't come to rest inside a conflict zone that live traffic + needs, if the vehicle can still stop short of it. A stop behind a waiting queue + checks only crossing zones. +* **`ped_blocks`:** whether a pedestrian on the crosswalk, or about to step onto it, + would be within 1 s of the vehicle there. At a signal, waiting pedestrians count + only during WALK. + +`decide` works in two parts. The first decides whether the vehicle may go past its +stop line at all: + +```mermaid +flowchart TB + A["Car following
IDM toward the leader
and any backlog on the
exit road; slow for
curves ahead"] + EM["An emergency vehicle
within 45 m of a light
that isn't green aims
for 7 m/s at most"] + B{{"On the approach, in
the wrong lane for
its turn?"}} + B1["Hold short of the line
and behind the target
lane's queue"] + C{{"Must stop at the line?
Red, a yellow it can
stop for or a stop sign
not yet served"}} + D{{"Room on the far
side to clear
the box?"}} + LINE["Stop at the line"] + E["Check the conflict
points and crosswalks
ahead (next diagram)"] + R["Result: the lowest
acceleration found, kept
between −9 m/s² and the
class's maximum"] + EM --> A --> B + B -->|yes| B1 + B -->|no| C + C -->|"yes, unless an
emergency vehicle"| LINE + C -->|no| D + D -->|no| LINE + D -->|yes| E + B1 --> R + LINE --> R + E --> R + classDef sim fill:#e7f5ec,stroke:#2f855a,color:#123524 + classDef safe fill:#fdecec,stroke:#c53030,color:#4a0f0f + class A,EM,B,B1,C,E,R sim + class D,LINE safe +``` + +The second walks the route ahead, link by link, up to 70 m or 5 s at the current +speed plus 20 m, whichever is farther. On each link it checks the conflict points, +nearest first, then the crosswalks. The first point where the vehicle has to stop +ends the walk. + +```mermaid +flowchart TB + E["Next conflict point"] + F{{"Committed here
already, and
not stale?"}} + H{{"must_yield?"}} + I{{"Within v²/6 + 3 m
of the zone, or
holding the line?"}} + J{{"Rank 1 or lower, and
a later conflict on
this turn it must
yield to?"}} + K["Commit
(crossings only)"] + PASS["Pass this point"] + G{{"Someone stalled
in the zone, or a
rival that can't stop?"}} + STOP["Stop short of the
zone, or at the line
when holding it"] + U["unblock: move the
stop back before any
zone live traffic needs"] + R["Result"] + E --> F + F -->|no| H + H -->|no| I + I -->|yes| J + J -->|no| K + K --> PASS + F -->|yes| G + H -->|"yes, but too
late to stop"| K + I -->|no| PASS + G -->|no| PASS + G -->|"yes, and it
can still stop"| STOP + H -->|"yes, and it
can still stop"| STOP + J -->|"yes, and it
can still stop"| STOP + PASS -->|"next point"| E + STOP --> U --> R + PASS -->|"end of
look-ahead"| R + classDef sim fill:#e7f5ec,stroke:#2f855a,color:#123524 + classDef safe fill:#fdecec,stroke:#c53030,color:#4a0f0f + class E,F,H,I,J,K,PASS,R sim + class G,STOP,U safe +``` + +*Red boxes are the steps that keep the box clear. "Can still stop" means stopping +would take less than 6.5 m/s², or the vehicle is already slower than 1 m/s.* + +Three more checks complete the walk: + +* **Crosswalks:** `ped_blocks` stops the vehicle short of a crosswalk in the same way. +* **Holding the line:** a vehicle that is holding the line skips `unblock`. It gives + back the commitments it made this step and waits at the line. +* **Queues:** if the leader is waiting, the place where the vehicle will come to rest + behind it gets the same `unblock` check, for crossings only, so a queue doesn't + leave it standing across someone's path. + +Two details of the stop-line check: + +* **Dilemma zone:** when a yellow starts, a driver who would need more than 3 m/s² to + stop, or is under 1 m or under 2 s from the line, keeps going. The decision is + stored with the signal's `change_id`, so the driver doesn't change their mind + during that yellow. +* **Emergency vehicles** ignore the stop line. They have rank 5, so everyone else + yields to them. + +`drive` asks `decide_all` for every vehicle's acceleration, in order of closeness to +the conflict area: vehicles in the box first, then those approaching, by distance to +the stop line, then those leaving. Commitments made earlier in the loop are therefore +visible to the vehicles behind. All the accelerations are collected first and applied +afterward by `integrate`, so no decision depends on which neighbors have already moved +this step. A stopped driver waits out their reaction time before pulling away. + +#### Other parts + +* **Lane changes (`lane_changes`):** + * Mandatory changes move a vehicle into the lane or bay its turn needs. They accept + gaps of 0.8 m and braking of up to 4 m/s², for the vehicle and its new follower. + * Discretionary changes use MOBIL (minimizing overall braking induced by lane + changes): the vehicle's gain, plus 0.3 times the gain or loss to the followers + involved, must beat 0.3 m/s², with gaps of at least 2 m and nobody braking harder + than 2 m/s². They are not made in the first 10 m of an approach or across the solid + line in the last 25 m. + * A vehicle changes lanes at most once every 4 s. + * The change itself takes one step. Followers in the old lane keep treating the + vehicle as a leader for 1.5 s (`GHOST_T`), and the sideways slide drawn over + 2.5 s (`lc_offset`, `LC_DUR`) is only for display. +* **Pedestrians (`step_peds`):** + * At a signal they wait for WALK. Elsewhere they wait at least 1.5 s, until no + vehicle near the crosswalk is still coming. + * They cross at their own speed and hurry, at 1.25 times their speed, once WALK ends. + * They pause while a moving vehicle is about 1 m ahead of them. +* **After moving (`after_integrate`):** + * It computes `last_reward`, the person delay of the step, including people still + queued at the edge of the map and pedestrians waiting. + * It logs a near miss when a vehicle crosses a crosswalk within about 1.5 s of a + walking pedestrian. + * On the cooperative crossing, it runs the manager's safety monitors (§6.11). + * It retires vehicles that have reached the end of their route. Each becomes a + `stats::Done` record and, in a corridor, an `Exit` for `World` to hand over. +* **Safety check (`check_overlaps`):** when `check_safety` is on, as it is in the app, + the safety and cooperative tests, the sweeps and the corridor and cooperative studies, + every step looks for touching vehicles. Bodies are chains of oriented rectangles that + bend through turns (`body`, `obb_overlap`). It flags vehicles on the same lane that + overlap by more than 0.3 m, and runs the rectangle test, with rectangles shrunk by + 0.25 m, on pairs in or just past the box. Each pair counts once per step in + `collisions`. +* **Drawing helpers (`body_lagged`, `lag`, `lc_offset`, `ped_pos_lerp`):** let the app + draw positions *between* steps for smooth motion. The safety check and lane changes + use the same functions with no lag. + +### 6.2 `sim/network.rs`: the road network + +`Network::build(LayoutKind)` builds a complete `Network` for one layout. Each layout is +written out in `build` itself: + +* The four signal layouts each list a `LegDef` per approach (its compass direction, its + lanes as lists of turns, its number of exit lanes and whether it is a minor street) + and pass them to `build_signal` with the lane width, speed limit, yellow and all-red + times. Then `add_stages` adds the signal stages, each a name plus the movements it + serves as `G` (protected), `Rt` (protected from vehicles but yielding to pedestrians) + and `P` (permissive, yielding to everyone), and `build` sets `fixed_sequence`. +* The roundabout and the cooperative crossing have builders of their own, + `build_roundabout` and `build_cooperative`. They have no stages. + +The network is fixed once built, with one exception: when left turns become +protected-only, `Sim::update_left_phasing` rewrites the stages (§6.1). + +| Item | Meaning | +|---|---| +| `Leg` | An approach: compass direction, lanes and their turns, lane width, speed limit, stop-line distance, crosswalk and minor-street flag | +| `Link` | One lane-length of road with an arc-length `Path`. Its `LinkKind` is `Inbound`, `Connector` (through the box) or `Outbound`, or, on the roundabout, `Ring`, `Entry` or `Exit`. It lists its successors and predecessors, the movements it carries, where a turn bay opens and its conflict points in order | +| `Movement` | A leg and a turn, named like `N_L` (north approach, left turn): its destination leg, the routes that carry it and the crosswalks it crosses | +| `Stage` | A named signal stage: an `MStat` (`G`, `Rt` or `P`) for each movement it serves and the crosswalks that get WALK | +| `Conflict` | Two links in the box and, along each, the point where they cross or merge and the zone where the two bodies could touch | +| `PedConflict` | Where a link crosses a crosswalk | +| `Crosswalk` | The two ends of a crosswalk and its length | + +`compute_conflicts` intersects every pair of paths in the box. It skips pairs that are +adjacent or that leave the same lane and diverge. Merges become conflicts at the merge +point. Paths that never cross but pass within `CLEAR` (2.7 m) of each other still get a +conflict, and `zone_along` works out each zone by walking along the paths, so a wide +truck turning beside another vehicle is protected even where the center lines never +cross. The cooperative crossing replaces these zones with tighter ones of its own +(§6.11). + +#### Stages + +| Layout | Stages | `fixed_sequence` | +|---|---|---| +| Arterial | 0 NS Through, 1 NS Protected Left, 2 EW Through, 3 EW Protected Left, 4 North Split, 5 South Split, 6 East Split, 7 West Split | 1, 0, 3, 2 | +| Major/minor | 0 EW Through, 1 EW Protected Left, 2 East Split, 3 West Split, 4 NS Side Street, 5 North Split, 6 South Split | 1, 0, 4 | +| Town | 0 NS (permissive), 1 EW (permissive), 2 North Split, 3 South Split, 4 East Split, 5 West Split | 0, 1 | +| T-intersection | 0 Main Street, 1 East + Protected Left, 2 Side Street, 3 Left In + Right Out | 0, 1, 2 | + +The fixed-time and actuated controllers run the stages in `fixed_sequence`; the first +stage in it is also the first green. The adaptive controllers may choose any stage. On +the arterial the stages serve: + +| Stage | `G` | `Rt` | `P` | WALK across | +|---|---|---|---|---| +| 0 NS Through | `N_T`, `S_T` | `N_R`, `S_R` | `N_L`, `S_L` | east and west legs | +| 1 NS Protected Left | `N_L`, `S_L` | `N_R`, `S_R` | | none | +| 2 EW Through | `E_T`, `W_T` | `E_R`, `W_R` | `E_L`, `W_L` | north and south legs | +| 3 EW Protected Left | `E_L`, `W_L` | `E_R`, `W_R` | | none | +| 4 North Split | `N_L`, `N_T` | `N_R` | | west leg | +| 5 South Split | `S_L`, `S_T` | `S_R` | | east leg | +| 6 East Split | `E_L`, `E_T` | `E_R` | | north leg | +| 7 West Split | `W_L`, `W_T` | `W_R` | | south leg | + +`walk_for` works out the WALK column: a crosswalk may walk unless a protected movement +crosses it, or a served movement enters the box across it. + +A **split stage** serves one approach alone and holds every other approach at red. +Because no opposing traffic moves, the left turn needs no gap. Traffic engineers call +this split phasing. It helps when one approach has heavy left turns, or when lefts +share a lane with through traffic, as on the town layout. The arterial, major/minor +and town layouts have split stages, and none of them is in `fixed_sequence`, so only +the adaptive controllers use them. + +"Split" has two other meanings in this project. In signal timing, a stage's *split* +is its share of the cycle, as in "Webster cycle and splits" for the fixed-time +controller. In the right-of-way rules, a *split* is the point where two paths from the +same lane diverge. + +#### Dimensions + +| | Arterial, major/minor, T-intersection | Town | Roundabout | Cooperative | +|---|---|---|---|---| +| Lane width | 3.5 m | 3.4 m | 3.6 m | 3.5 m | +| Speed limit | 13.9 m/s (50 km/h) | 11.1 m/s (40 km/h) | 13.9 m/s (50 km/h) | 13.9 m/s (50 km/h); 40 km/h on through paths in the box (§6.11) | +| Yellow / all-red | 3.5 s / 2.0 s | 3.0 s / 1.5 s | none | none | + +Every approach starts 260 m from the center (`IN_LEN`) and every exit ends 160 m from it +(`OUT_LEN`). Curve speeds are √(2.6 m/s² × the tightest radius), kept between 3.5 m/s +and the limit. On the signal layouts the stop line sits 6 m back from the edge of the +widest crossing road, and a left-turn bay is 75 m long (`BAY_LEN`). The figure shows one +approach of the arterial to scale, with its detectors: + +One approach of +the arterial drawn to scale: three approach lanes with a 75 m left-turn bay, two +receiving lanes, the crosswalk, the stop line and the stop-bar and advance loop +detectors + +### 6.3 `sim/geom.rs`: geometry + +* `V2` is a 2D vector in meters, with +x east and +y south, as on the screen. +* `Path` is a polyline resampled every 0.5 m (`DS`), so `point(s)` and `tangent(s)` + take constant time. It also records its tightest radius, from which the curve speed + comes. +* `intersections` and `closest` find where two paths cross, or how close they come, to + discover conflict points. +* `cubic` and `connector` build the turn paths as Bézier curves that approximate arcs, + and `arc` builds true arcs: the roundabout's ring and the cooperative crossing's + turns. + +`geom` knows nothing about traffic. It is used by `network` to build the layouts, by +`sim` for positions and bodies and by `gui` to draw. + +### 6.4 `sim/signal.rs`: the signal state machine + +`SignalState` is the only thing that changes signal indications. A controller can +only *request* a stage; the state machine runs the yellow and all-red clearance +intervals, which follow the MUTCD, the US manual on traffic control devices: + +```mermaid +stateDiagram-v2 + direction LR + [*] --> Green: first stage of
fixed_sequence + Green --> Yellow: request(j), and some
movement loses its
right of way + Yellow --> AllRed: after the
yellow time + AllRed --> Green: after the all-red
time, stage j starts +``` + +* **`request(j)`** is ignored unless the signal is green, `j` is a different stage and + `j` exists. It does **not** check the minimum green; `Sim::control_signal` does that, + except for emergency preemption (§7.2). A movement loses its right of way if stage `j` + doesn't serve it, if it drops from protected to permissive, or, with a leading + pedestrian interval, if it crosses a called crosswalk that `j` walks. If none does, + stage `j` starts at once, with no yellow or all-red. Every accepted request sets every + crosswalk to DON'T WALK and increments `change_id` and `switches`. +* **`status(net, m)`** is what a driver of movement `m` sees: `G`, `Rt`, `P`, `Y` or + `R`. During the change, movements that keep their right of way keep their indication. + A layout without stages shows `G` to everyone. +* **`can_switch()`** is true once the green has run its current minimum, `cur_min`. + That is 6 s (`min_green`), raised to cover any WALK plus flashing DON'T WALK that + starts during the green, and, with a leading pedestrian interval, to the interval + plus 6 s. +* **Leading pedestrian interval:** for `lpi` seconds after a stage starts with WALK, + the turns that cross those crosswalks are held at red (`lpi_held`), and they may not + turn right on red either. +* **`no_late_walk`** is set while a coordinated fixed-time corridor runs. WALK then + starts only with its stage, so a pedestrian call never pushes a stage past its + force-off. +* **`history`** holds the last 400 `StageSpan`s, which the app draws as the signal + timeline. + +Each crosswalk has its own small machine (`CwSignal`), with a push-button `called` +flag: + +```mermaid +stateDiagram-v2 + direction LR + [*] --> DontWalk + DontWalk --> Walk: called, and the green stage walks this crosswalk + Walk --> Flashing: after 7 s + Flashing --> DontWalk: after length ÷ 1.1 m/s + Walk --> DontWalk: any accepted request + Flashing --> DontWalk: any accepted request +``` + +Vehicles read more than `status`: the `change_id` their yellow decision is stored +against, `lpi_held` in the right-turn-on-red check and each crosswalk's WALK state in +`ped_blocks`. + +### 6.5 `sim/sensors.rs`: what controllers can know + +This file defines what a controller sees and the `impl Sim { fn sense() }` that fills +it in. The cooperative crossing doesn't use it. + +* **`SensorConfig`:** which sensors are fitted and how they behave. The defaults are: + * loops, camera and radar on, and connected vehicles off (30% of vehicles when on); + * realistic errors on, in clear weather (`Conditions`: clear day, night, heavy rain, + fog or snow); + * the advance loops 55 m before the stop line, the camera reaching 80 m and the + radar 250 m; + * 80% of drivers using their turn signals; + * no faulty loops, and the upstream link off. + + `SensorConfig::ideal()` turns the errors off. +* **`SensorView`:** + * per lane (`LaneObs`): stop-bar presence, advance-loop pulses, an input-output + count and the fault diagnosis; + * per movement (`MoveObs`): the queue estimate, the person-weighted queue, a list of + `Obs` (each a vehicle's distance, speed, arrival time, weight, persons, wait, + whether it is queued and, if known, its class), the longest wait, the stop-bar + state and the last actuation; + * per crosswalk: pedestrians waiting, the longest wait and the push-button call; + * approaching emergency vehicles, and, with a camera, the queue on each exit road. + +In this diagram the dashed boxes are the simulation's own state, which `sense()` turns +into the view a controller reads: + +```mermaid +flowchart TB + VEH["Vehicles on
the approaches"] + UP["Vehicles sent by
the upstream
intersection"] + PE["Pedestrians,
emergency
vehicles"] + LOOPS["Loops
presence (last 9 m),
pulses (55 m), counts;
diagnostics flag
faulty loops"] + RICH["Camera, radar,
connected vehicles
fused per vehicle"] + BEYOND["Upstream link
vehicles beyond
our own range"] + EST["Loop-only estimate
only when nothing
richer is fitted; a
faulty lane uses
past volume"] + ATTR["Attribute to
movements
known intent, else
the turning shares"] + VIEW["SensorView
LaneObs, MoveObs,
crosswalks,
emergency vehicles"] + CTRL["Controller::step
reads it through Ctx"] + VEH --> LOOPS + VEH --> RICH + UP --> BEYOND + LOOPS --> EST --> VIEW + LOOPS --> VIEW + RICH --> ATTR + BEYOND --> ATTR + ATTR --> VIEW + PE -->|"no sensor"| VIEW + VIEW --> CTRL + classDef truth fill:#ffffff,stroke:#2f855a,stroke-dasharray:4 3,color:#123524 + classDef sim fill:#e7f5ec,stroke:#2f855a,color:#123524 + classDef ctrl fill:#e8f0fe,stroke:#2b6cb0,color:#0b2545 + class VEH,UP,PE truth + class LOOPS,RICH,BEYOND,EST,ATTR,VIEW sim + class CTRL ctrl +``` + +* **Loops** sit in every approach lane: a presence zone over the last 9 m before the + stop line, and a point detector 55 m before it. With realistic errors they miss 1% + of vehicles and 35% of motorcycles, and a configured fraction of the stations are + stuck on or stuck off. They report presence and pulses for every lane, but their + counts become queue estimates only when nothing richer is fitted. +* **Diagnostics** run when loops have realistic errors. A loop that has been on for more + than 3 minutes, or silent for 10 expected headways (between 2 and 15 minutes) while + the rest of its approach is busy, is marked faulty. The actuated controller then puts + its lane on recall, and the loop-only estimate falls back to the volume expected since + the lane's last green. +* **Camera, radar and connected vehicles** are fused per vehicle. Position and speed + come from the camera, which is exact, else the radar (errors with a standard deviation + of 1.5 m and 0.5 m/s), else the vehicle's own messages (3 m and 0.3 m/s, drifting over + 2 s). Class comes from the camera or the vehicle. Intent comes from the vehicle's own + messages, from a lane that serves one movement only or from the camera, which reads + turn signals: 80% of drivers signal, and one who doesn't is taken for through traffic + if the lane has a through movement. A vehicle whose intent is unknown is split across + its lane's movements by the turning shares. The camera's detection rate and reach drop + at night and in rain, fog and snow, and the radar's detection rate drops a little in + rain and snow. +* **Pedestrians and emergency vehicles** come straight from ground truth, whatever + sensors are fitted: the waiting pedestrians and push-button calls at each crosswalk, + and emergency vehicles within 300 m of the stop line or already in the box. +* **The upstream link** (`upstream_link`, off by default; *Upstream signal shares its + outflow* in the app) adds the vehicles the upstream intersection has released toward + this one, but only beyond the reach of our own sensors. Their intent is unknown, so + they too are split by the turning shares. The link is experimental and helps little in + this simple form. + +The error models are deterministic: `h01` and `noise` are hashes of a vehicle's id, +the lane and the time, not random draws. Turning sensors on or off therefore never +changes the arrival stream, and runs with different sensor packages see exactly the +same traffic. + +### 6.6 `sim/demand.rs`: arrivals + +* **`DemandConfig`:** + * vehicles per hour on each approach, indexed by compass direction (N, E, S, W); + * the left, through and right shares on each approach; + * the vehicle mix; + * pedestrians per hour, across all crosswalks; + * the arrival `Pattern`; + * a global scale; + * `fed`: in a corridor, an approach fed by the neighboring intersection gets no + random arrivals of its own, but its rate still describes the flow it expects. + + `default_for` gives each layout the volumes listed in §1, turns of 15/70/15% (the + cooperative crossing 20/65/15%, and the T-intersection its own per leg), a mix + weighted 0.62 cars, 0.24 SUVs, 0.05 trucks, 0.03 buses and 0.04 motorcycles, with no + emergency vehicles (the weights sum to 0.98, so about 63% of vehicles are cars) and 60 + pedestrians per hour (none on the roundabout and the cooperative crossing). +* **`DemandGen`** generates Poisson arrivals on each approach whose rate follows the + pattern over time. It draws them by thinning: candidates arrive at the pattern's peak + rate and each is kept with probability rate ÷ peak. Every candidate draws its class, + movement, desired-speed factor (normal, mean 1, s.d. 0.08, kept within 0.82–1.18) + and sensor attributes, kept or not, so the random stream stays aligned. Each kept + arrival is a `Pending` that waits in `Sim.queues` until it can enter. +* **`Trip`:** carries a vehicle's corridor journey (start time, intersections passed, + stops and delay so far) from one intersection to the next. + + + +### 6.7 `sim/vtypes.rs`: vehicle classes + +`VKind` is `Car`, `Suv`, `Truck`, `Bus`, `Motorcycle` or `Emergency`. Each has a static +`VSpec`: + +| Class | Length | Width | Speed factor | Accel. | Comfortable decel. | Headway | Min. gap | Occupancy | Fuel | +|---|---:|---:|---:|---:|---:|---:|---:|---:|---| +| Car | 4.5 m | 1.85 m | 1.00 | 2.0 m/s² | 2.5 m/s² | 1.0 s | 2.0 m | 1.4 | gasoline | +| SUV | 5.1 m | 2.0 m | 1.00 | 1.8 m/s² | 2.5 m/s² | 1.1 s | 2.0 m | 1.6 | gasoline | +| Truck | 16.5 m | 2.55 m | 0.90 | 0.8 m/s² | 1.8 m/s² | 1.6 s | 3.0 m | 1.0 | diesel | +| Bus | 12.2 m | 2.55 m | 0.88 | 1.0 m/s² | 1.8 m/s² | 1.4 s | 2.5 m | 25.0 | diesel | +| Motorcycle | 2.2 m | 0.85 m | 1.05 | 3.2 m/s² | 3.0 m/s² | 0.9 s | 1.5 m | 1.1 | gasoline | +| Emergency | 6.5 m | 2.2 m | 1.15 | 2.6 m/s² | 3.5 m/s² | 0.9 s | 2.0 m | 3.0 | diesel | + +* The speed factor multiplies the speed limit to give the class's desired speed. +* The acceleration, comfortable deceleration, desired time headway and minimum gap are + the Intelligent Driver Model's parameters. The headways are calibrated so a queue of + cars leaves at about the HCM's base saturation flow, 1,900 vehicles per hour per + lane; `examples/satflow.rs` checks this. +* Occupancy, the average number of people on board, weights person delay. +* `fuel_ml` is a power-based fuel model: an idle rate plus the tractive power for + inertia, rolling resistance and drag, divided by the energy in a liter of gasoline + (34.2 MJ) at 30% engine efficiency, using each class's mass, drag area and idle + rate. CO₂ is fuel + times 2.31 kg/L for gasoline or 2.68 kg/L for diesel, worked out when the vehicle + leaves. + +### 6.8 `sim/stats.rs`: measurement + +* `Stats::record(Done)` keeps one record per vehicle that has left: delay, stops, + stopped time, travel time, fuel, CO₂ and persons. It also fills a delay histogram of + 13 bins of 10 s. +* `Stats::sample` adds a `Sample` to a time series every 2 s, keeping the last 900: + queue, vehicles in the network, vehicles waiting to enter, throughput and recent + delay. The app's charts draw it. +* `Stats::summary(from_t, …)` produces a `Summary` for everything that left after the + warm-up: + * averages and percentiles, throughput, fuel and CO₂; + * person delay; + * breakdowns by approach, movement and class; + * pedestrian waits and near misses per hour. + + It also counts as **unserved** the vehicles still waiting to enter and those in the + network with more than 30 s of delay so far. `person_delay_all` and `avg_delay_all` + include every vehicle still in the network or waiting to enter, at its delay so + far. This keeps a controller that starves an approach from looking good. +* `los` maps delay to the HCM's level of service, A to F. The thresholds are 10, 20, 35, + 55 and 80 s under signal control, and 10, 15, 25, 35 and 50 s otherwise. + +`Summary` is what every front end reports: the app's panels, the bench tables, the +training evaluations and the tests. + +### 6.9 `sim/rng.rs`: determinism + +`Rng` is xoshiro256\*\* seeded through SplitMix64. It needs no external crate, it is +fast and its integer stream is the same on every platform, including WebAssembly. Its +`normal()` and `exp()` use the platform's floating-point `ln`, `cos` and `sqrt`, so runs +on different platforms are repeatable but not guaranteed to be bit-identical. Each +consumer has its own stream: + +| Stream | Seeded from | Draws | +|---|---|---| +| `DemandGen` | the run's seed | arrivals, classes, movements, desired speeds, pedestrian arrivals | +| Surges | the run's seed, approach and 2-minute block | each block's multiplier | +| `Sim.misc` | the run's seed | vehicle colors and reaction times, pedestrian speeds and positions | +| `World` | the run's seed (corridors) | turns of vehicles handed to the next intersection | +| `Dqn` | 7 for Deep RL and 11 for the Hybrid; 42 + `SEED` for a network `train` starts | network weights and replay sampling | +| Deep RL, Hybrid | fixed, one each | exploration | +| `gui/render.rs` | fixed | scenery | +| `train` | the layout, Deep RL or Hybrid, `RESUME` and `SEED` | each training episode's demand, weather and loop faults (§8.5) | + +Because the arrivals depend only on the seed, two runs with the same seed and +different controllers receive **identical arrivals at the edge of the map**. Every +comparison in the program relies on this: the bench, the app's side-by-side twin and +the training baselines. Two kinds of draws can still differ between such runs, because +they depend on what happened inside the network: + +* in a corridor, the turns drawn for vehicles handed to the next intersection; +* in congestion, the reaction times and pedestrian speeds drawn from `Sim.misc`, which + depend on the order in which vehicles get in. + +### 6.10 `sim/world.rs`: one intersection or a corridor + +`World` holds one `Sim`, or several placed along the east–west main road 420 m apart +(`SPACING` = `IN_LEN` + `OUT_LEN`). `World::single` builds one intersection, and +`World::corridor` builds a row of them, each seeded differently. In a corridor the +approaches between neighbors are marked `fed` and every `Sim` collects its exits; each +keeps its own controller, sensors and statistics. `World::step` adds the coupling around +the intersections' own steps: + +```mermaid +flowchart TB + A["link_neighbors()
for each pair of neighbors,
in both directions"] + B["exit_room
space at the back of the next
intersection's approach, and the
speed there (zero if its entry
queue isn't empty)"] + C["upstream
vehicles each neighbor has
released toward this one:
distance, speed and class"] + D["Sim::step
for every intersection"] + E["hand_over()
each Exit joins the next intersection's
entry queue, keeping its class, Trip and
speed factor; its turn there is drawn
from that intersection's shares"] + F["Journeys
vehicles that leave the corridor
become Journey records"] + A --> B + A --> C + B --> D + C --> D + D --> E --> F + classDef sim fill:#e7f5ec,stroke:#2f855a,color:#123524 + class A,B,C,D,E,F sim +``` + +* **Spillback:** a vehicle heading into a full approach sees the space left there as + a stopped leader at the end of its exit road (`exit_gap`), so queues back up + physically from one intersection into the next. +* **`set_coordination`:** gives the fixed-time intersections a common cycle, the + longest of their Webster cycles, and offsets for a green wave. The offsets are chosen + one intersection at a time, in 1 s steps, to give the most green to platoons in both + directions traveling at 92% of the speed limit. It first sets every signalized + intersection to fixed-time control. +* **`sync_settings` and `follow`:** copy settings edited in the app to the other + intersections and to the comparison twin. Each intersection keeps its own `fed` + flags. +* **`corridor_summary`:** reports end-to-end main-road journeys (`Journey`, + `CorridorSummary`). + +### 6.11 `sim/coop.rs`: the cooperative crossing + +On the cooperative layout every vehicle is automated and connected, and there are no +signals, signs or roadside sensors. An intersection manager, `CoopManager`, gives each +vehicle a complete trajectory: one acceleration for every step from now until it +leaves the map. The vehicle drives exactly that trajectory. The manager builds each +one with the simulator's own integrator, so it knows, to rounding error, when every +vehicle will be in every part of the box. It grants a trajectory only after checking +it against every trajectory it has already granted, and it never changes one it has +granted. + +`Sim::with_demand` creates the manager only in `ControlMode::Cooperative`, the one mode +the cooperative layout allows. In that mode `Sim::step` (§5) skips sensing, the signal, +right-of-way statuses and lane changes. A `SignalState` and a controller still exist, +but they never run. The layout has no crosswalks: the pedestrian underpasses at the +corners are only drawn. + +#### Geometry + +`Network::build` calls `build_cooperative(2)`, which gives each leg six lanes, 3.5 m +wide. From the 4 m raised median outward they are two left-turn lanes, three through +lanes and a right-turn lane. Every lane carries one movement, and entry lane *k* of a +movement leaves on exit lane *k*. + +| | Paths in the box | Speed in the box | +|---|---|---| +| Through | Straight, 43 m long | 40 km/h (the approaches are 50 km/h) | +| Left turns | Quarter circles of 25.25 m and 28.75 m radius around the box's corner | About 29 and 31 km/h | +| Right turns | A 25 m quarter circle that leaves the approach 24.75 m before the stop line and never enters the box | Not managed | + +The box is 43 m square, from stop line to stop line. Its 20 paths (five per leg) give +100 conflict points, 10 on each path: 36 between through paths, 48 between a left turn +and a through path and 16 between left turns. Opposite left turns pass clear of each +other. `Network::reservation_zones` replaces the usual zones with tighter ones: a path's +zone is the stretch within 1.275 × (1 + |cos θ|) + 0.3 m of the other path's center +line, where θ is the angle between the paths. That is half the width of the widest +vehicle, 2.55 m, more where the paths meet at a shallow angle, plus a 0.3 m margin. At +right angles a zone is about 3.2 m long (the search runs in 5 cm steps). + +The cooperative box with +the reservation-zone and path overlays on + +*The cooperative crossing, zoomed in, with the reservation-zone and path overlays on. +Each circle is a conflict point's reservation zone: red while a vehicle with a +trajectory is in it, amber when one is due within 3 s and faint otherwise. A cyan dot on +a vehicle means it has a trajectory, and an amber one that it is waiting for one. The +green line marks the lanes being admitted, and the dashed white lines are the stop +lines.* + +#### The manager's step + +`Sim::coop_control` runs `CoopManager::step` once per step, after spawning, so a +vehicle can get its trajectory in the step it appears. The step grants as many +trajectories as it can: + +```mermaid +flowchart TB + S["CoopManager::step"] + HK["Drop reservations 5 s
after they end; trim the
history; decay the
arrival rates"] + C["candidates(): in each
lane, the first vehicle
without a trajectory, and
the earliest time it
could cross the line"] + EM{{"A lane holding an
emergency vehicle
without a trajectory?"}} + SCH{{"Scheduling"}} + FC["The candidate that
can cross the line first"] + OPEN{{"A candidate of an
open phase that can
cross soon after
its batch?"}} + PLAN["plan_search()
(next diagram)"] + PE["phase_end(): end the
phases that gap out or
max out; advance
the rings"] + BAR{{"Both rings at
the barrier?"}} + CROSS["Cross the barrier:
north–south ⇄ east–west"] + DUE["Open the phases
now due"] + CH{{"Anything
changed?"}} + WAIT["Done until
the next step"] + S --> HK --> C --> EM + EM -->|"yes: that lane's
candidate"| PLAN + EM -->|no| SCH + SCH -->|"first come,
first served"| FC --> PLAN + SCH -->|batches| OPEN + OPEN -->|yes| PLAN + OPEN -->|no| PE --> BAR + BAR -->|yes| CROSS --> DUE + BAR -->|no| DUE + DUE --> CH + PLAN -->|"granted
or skipped"| C + CH -->|yes| C + CH -->|no| WAIT + classDef coop fill:#e6fffa,stroke:#2c7a7b,color:#0b3b3c + classDef safe fill:#fdecec,stroke:#c53030,color:#4a0f0f + class S,HK,C,SCH,FC,OPEN,PE,BAR,CROSS,DUE,CH,WAIT coop + class EM,PLAN safe +``` + +*One step of the intersection manager. It loops until nothing changes; first come, +first served stops when no candidate is left. The barrier is crossed at most twice +per step.* + +* **Candidates:** in each managed lane, only the first vehicle without a trajectory is + a candidate. Its estimate is the earliest time it could reach the line at the + crossing speed, no earlier than the lane's last granted vehicle plus a following + headway, and clear of every reservation at that speed. +* **Emergency vehicles** go first: if a lane holds an emergency vehicle without a + trajectory, that lane's candidate, the emergency vehicle or one ahead of it, gets + the earliest trajectory that fits, whatever the phase. +* **First come, first served** (`Scheduling::FirstCome`) gives the earliest trajectory + that fits to the candidate with the earliest estimate, one vehicle at a time. +* **Batches** (`Scheduling::Batches`, the default) serve one movement at a time per + ring, like an actuated signal without clearance intervals. A phase's next vehicle + joins the batch if it can cross the line no later than the batch's latest vehicle + plus its own following headway plus the batch join window (`slack`, 1.5 s by + default), and before the phase's maximum. The first vehicle of a phase with a queue + waiting goes after every conflicting reservation, so the queue crosses together; a + lone vehicle may take an earlier gap. + +#### Building a trajectory + +```mermaid +flowchart TB + T["target = now"] + SIM["simulate(target)
step the vehicle to the
end of its exit lane,
aiming to cross the
line at the target time"] + Z["Zone windows
when its front enters
and its rear leaves each
zone, and the gap it needs"] + E{{"Do the reservations
call for a later
line time?"}} + F{{"Clear of every
reservation?
(fits)"}} + G["grant()
reserve the zones;
store the trajectory"] + L1["target = that
time + 0.02 s"] + L2["target = this line
time + 0.02 s"] + X["Skip the vehicle for
this step if simulate
fails, or after 12 tries"] + T --> SIM --> Z --> E + E -->|yes| L1 --> SIM + E -->|no| F + F -->|yes| G + F -->|no| L2 --> SIM + SIM -.-> X + classDef coop fill:#e6fffa,stroke:#2c7a7b,color:#0b3b3c + classDef safe fill:#fdecec,stroke:#c53030,color:#4a0f0f + class T,SIM,Z,L1,L2,X coop + class E,F,G safe +``` + +*`plan_search`, which looks for the earliest trajectory that fits.* + +* **The approach profile** (`approach_profile`) is the fastest way to the line, or, + if the vehicle must arrive later, slowing down early and cruising (no slower than + 2.5 m/s), or, for a long wait, stopping near the line and leaving with a flying + start. Either way the vehicle crosses the line at the crossing speed, holds it + through the box and accelerates freely after it, out to the end of the exit lane. + The plan never brakes harder than 3.5 m/s². It is stepped with `integrate`, the + function that moves every vehicle, so a granted vehicle replays it exactly. +* **Following:** the trajectory is simulated behind the granted trajectory of the + vehicle ahead in its lane, with a constant-time-gap cooperative adaptive cruise + control law: a standstill gap of 2 m (1.5 m for motorcycles) plus 0.42 s (0.75 s + for trucks and buses). It is rejected if the gap ever drops below 1 m. +* **Zones:** a vehicle holds a zone from the moment its front enters it until its + rear leaves it. Two windows on crossing paths fit if one ends before the other + begins by at least the gap of the vehicle that comes second. `earliest` first + shifts the trajectory past the reservations it would overlap; `fits` then checks + the trajectory actually simulated, since arriving later changes its speeds. + +#### Safety gaps + +The gap (`GapPolicy`) is how long a vehicle must wait after a conflicting vehicle +leaves a zone before entering it. Every policy starts from two message latencies of +0.1 s and an actuation delay of 0.3 s, 0.5 s in all. The fail-safe policy adds the +time the entering vehicle takes, at its entry speed, to cover its braking distance, so +it can stop short of the zone if the other vehicle stalls there. The vehicles' +emergency deceleration is 6 m/s², or 4.5 m/s² for trucks and buses. + +| Policy | Shown as | Gap | Car / truck or bus at 40 km/h | +|---|---|---|---:| +| `FailSafe` (P2, the default) | Fail-safe: can stop for a stalled vehicle | 0.5 s + braking distance ÷ speed | 1.43 s / 1.73 s | +| `Mitigated` (PH) | Mitigated: can slow to 25 km/h | 0.5 s + distance to slow to 25 km/h ÷ speed | 1.06 s / 1.25 s | +| `Nominal` (P1) | Nominal: latency only (no failures) | 0.5 s | 0.50 s | + +P2, PH and P1 are the names `docs/cooperative-intersections.md` gives these policies +(stop-safe, harm-limited and brake-safe), and `TS_POLICY` takes them in lower case. + + + +#### Phases + +In batch scheduling the manager uses the ring-and-barrier structure of an actuated +signal. Two rings each serve a through movement and a left turn of the north–south +approaches, then both cross the barrier to the east–west ones: + +| | North–south group | | East–west group | | +|---|---|---|---|---| +| Ring 1 | `S_T` | `N_L` | `W_T` | `E_L` | +| Ring 2 | `N_T` | `S_L` | `E_T` | `W_L` | + +* **Order:** `order_rings` tries all 16 combinations of leading and lagging left turns + and keeps the one whose switches between conflicting movements cost the least time. + With this geometry the lefts lag. +* **Ending a phase:** a phase *gaps out* when no vehicle of its movement can join the + batch, and *maxes out* when one could, but only after the phase's maximum. The last + phase of a ring before the barrier may run on while the other ring finishes, since + the barrier waits for that ring anyway. +* **Maximum phase lengths** follow Webster: the cycle (`max_cycle`, 100 s by default) + minus the time lost to switching is split by each movement's measured flow ratio, + with each phase getting at least 6 s. +* **No clearance intervals:** the next batch starts as soon as the reservations allow, + zone by zone, instead of after a yellow and an all-red. + +#### Vehicles without a trajectory + +`coop_accels` gives every vehicle with a trajectory the acceleration it planned for this +step; replaying it open-loop is exact because automated vehicles react instantly and the +planner used the same integrator. A vehicle without a trajectory uses `free_av_acc`: it +follows the vehicle ahead with the same following law, slows for the right-turn slip +lane and stops far enough before the line to reach the crossing speed by the time it +crosses, with the reason "waiting for a reservation". For a car on a through lane that +is about 32 m back, and for a truck about 78 m. + +#### Monitors and statistics + +Independently of the plans, `observe` measures when each vehicle actually enters and +leaves each zone, interpolating within the step: + +| Monitor | What it counts | +|---|---| +| Post-encroachment time (PET) | A vehicle's entry minus the last conflicting vehicle's exit, for every pair within 10 s; its minimum and a histogram in bins of 0.25 s | +| Margin | The PET minus the gap the policy required; its minimum | +| Zone overlaps | A vehicle entering a zone while a conflicting vehicle is still in it | +| Entries without a reservation | A vehicle without a trajectory crossing a managed stop line | +| Off trajectory | A vehicle more than a micrometer, or 10⁻⁹ m/s, off its trajectory | +| Timing error | The largest difference between planned and actual line and zone times | + +`check_overlaps` (§6.1) runs as well. `CoopStats` keeps these counts with the manager's +own: trajectories granted, simulations run, failures, batches, max-outs, vehicles served +out of turn for an emergency vehicle (it and those ahead of it in its lane) and barrier +crossings. The manager also keeps the measured arrival rates, the current maximum phase +lengths, the time lost to switching, the reservations and 600 s of served batches and +line crossings, which the app shows (§9.4). + +--- + +## 7. Signal control: `src/control/` + +A controller decides from the `SensorView` (§6.5), the signal's state, which sensors +are fitted and, for the fixed-time plan, the design demand. It asks the signal state +machine for a stage. The learning controllers also get each step's true person delay, +but only as their reward (§8.3). + +| File | Lines | What it holds | +|---|---:|---| +| `rl.rs` | 335 | `RlController`, the Deep RL controller, with its input features and safety shield | +| `predictive.rs` | 289 | `Predictive`, the rolling-horizon planner | +| `hybrid.rs` | 246 | `Hybrid`, the planner re-tuned by a network | +| `fixed.rs` | 183 | `FixedTime`: Webster's plan and corridor coordination | +| `mod.rs` | 141 | The `Controller` trait, `Ctx`, `Brain`, `CtrlKind` and `make` | +| `actuated.rs` | 134 | `Actuated`: gap-out and max-out control | +| `maxpressure.rs` | 86 | `MaxPressure` | +| `weights.rs` | 60 | Where trained networks are loaded from and saved to (§8.7) | + +### 7.1 `control/mod.rs`: the contract + +```mermaid +classDiagram + class Controller { + <> + +name() &'static str + +step(&mut self, &Ctx) Option~usize~ + +brain() Brain + +as_rl(), as_hybrid(), as_fixed() + +into_rl(), into_hybrid() + } + class Ctx { + net: &Network + view: &SensorView + sig: &SignalState + demand: &DemandConfig + sensors: &SensorConfig + t, dt: f64 + can_switch: bool + reward_delay: f64 + } + class Brain { + title: String + bars: [label, value, highlighted] + lower_is_better: bool + notes: Vec~String~ + } + Controller ..> Ctx : reads + Controller ..> Brain : explains +``` + +The six controllers, and what the two learned ones are built from: + +```mermaid +classDiagram + class Controller { + <> + } + Controller <|.. FixedTime + Controller <|.. Actuated + Controller <|.. MaxPressure + Controller <|.. Predictive + Controller <|.. RlController + Controller <|.. Hybrid + Hybrid *-- Predictive : planner + Hybrid *-- Dqn : agent + RlController *-- Dqn : agent + RlController o-- Controller : expert, in training + Hybrid ..> RlController : features + Dqn *-- Mlp : online, target +``` + +* **`step`** is called every simulation step, whatever the signal is doing, so a + learning controller keeps adding up its reward. It returns `Some(j)` to ask for stage + `j` and `None` to hold. Each controller here asks only while the signal is green and + `ctx.can_switch` is true, and `Sim::control_signal` checks `can_switch` again (§7.2). +* **`brain()`** fills the app's *Controller brain* panel with a title, bars, notes and + whether lower is better. Each controller explains itself in its own terms: green + times, the gap since the last actuation, stage pressures, plan costs or Q-values. +* **The `as_*` and `into_*` methods** are narrow downcasts. Their default + implementations return `None`, and only the matching controller overrides one. The app + uses `as_rl` and `as_hybrid` for the learning controls, corridor coordination uses + `as_fixed` to install a coordinated plan and `train` uses `into_rl` and `into_hybrid` + to take an agent back out of a `Sim` after an episode. They avoid `Any` and keep the + trait object-safe. +* **`Controller: Send`**, so a `Sim` can move to another thread with its controller. +* **`CtrlKind`** names the six controllers (`ALL`), each with a display `name`, a + `short` name, a `description` and `adaptive()`, which is true for max-pressure, + predictive, Deep RL and the Hybrid. **`make()`** is the only place that maps a + `CtrlKind` to a concrete type. For Deep RL and the Hybrid it loads the trained + weights (§8.7). +* **Helpers:** `stat` gives a movement's `MStat` in a stage, `lanes_for` the number of + inbound lanes that can carry a movement and `needs_clearance` whether a switch between + two stages needs a yellow and an all-red. + +### 7.2 What `Sim` does with the controller's wish + +`Sim::control_signal` runs in step 4 of §5. It calls the controller first, every step, +so the learning controllers keep counting their reward even when something overrides +them. Then: + +```mermaid +flowchart TB + A["wish =
controller.step(ctx)"] + B{{"Preemption on, and
an emergency vehicle
due within 30 s?"}} + B2["If the green has run 2 s
and its stage doesn't
serve the vehicle, request
the stage that protects
its movement, else one
that serves it"] + C{{"can_switch?"}} + D{{"Adaptive, and an
unserved movement
waited over 150 s?"}} + D1["Of the stages serving
the longest wait, request
the one with the largest
total queue"] + E{{"wish =
Some(j)?"}} + E1["signal.request(j)"] + Z["Done until
the next step"] + A --> B + B -->|yes| B2 --> Z + B -->|no| C + C -->|no| Z + C -->|yes| D + D -->|yes| D1 --> Z + D -->|no| E + E -->|yes| E1 --> Z + E -->|no| Z + classDef sim fill:#e7f5ec,stroke:#2f855a,color:#123524 + classDef ctrl fill:#e8f0fe,stroke:#2b6cb0,color:#0b2545 + classDef safe fill:#fdecec,stroke:#c53030,color:#4a0f0f + class A ctrl + class B,B2,D,D1 safe + class C,E,E1,Z sim +``` + +* **Emergency preemption** (`preemption`, on by default) follows the emergency vehicle + that the sensor view says will arrive first: one on an approach lane within 300 m of + the stop line, due within 30 s at its current speed (taken as at least 3 m/s), or one + already in the box. While such a vehicle is due, neither the max-wait guard nor the + controller's wish is considered, even when no request is made. It is the only request + that doesn't wait for `can_switch`: after 2 s of green it can cut a minimum green + short, and with it any WALK or flashing DON'T WALK. While it is active, the app adds + *EMERGENCY PREEMPTION* to the signal's status line. +* **The max-wait guard** (`max_wait_guard`, 150 s by default, 0 turns it off) applies + to the adaptive controllers only. It looks at the movements the current stage doesn't + serve at all, and at their longest sensed waits. +* Otherwise the controller's wish, if any, goes to `SignalState::request` (§6.4). + +### 7.3 The controllers + +| Controller | What it uses | When it asks for another stage | +|---|---|---| +| Fixed-time (`FixedTime`) | The design demand; no sensors | When the stage's green time is up | +| Actuated (`Actuated`) | Stop-bar presence, advance pulses, push buttons, buses, loop faults | On gap-out or max-out | +| Max-pressure (`MaxPressure`) | Queues, arrivals within 8 s, exit queues, waiting pedestrians | When another stage's pressure is higher by more than 3.0 | +| Predictive (`Predictive`) | Every `Obs`: arrival time, people, wait and class; waiting pedestrians | When switching now is the cheapest plan, checked every second | +| Deep RL (`RlController`) | `features(ctx)` (§8.2) | When the network picks another stage, every 2 s | +| Hybrid (`Hybrid`) | `features(ctx)`, and everything `Predictive` uses | As `Predictive`, re-tuned every 10 s | + +* **Fixed-time** applies Webster's method to the design demand when it is built. A + stage's critical flow ratio y is the highest ratio of flow to saturation flow among + the lanes that discharge in it. The saturation flow is 1,800 vehicles per hour, or 70% + of that for a lane with a permissive movement. Their sum Y is capped at 0.92, and the + cycle C₀ = (1.5L + 5)/(1 − Y), with L the yellow and all-red time per cycle, is held + between 40 and 150 s. The green time is split in proportion to y. Each green is then + raised to at least 7 s, or, where pedestrians are expected, to the 7 s WALK plus the + longest crosswalk at 1.1 m/s, so the final cycle can be longer than 150 s. After a + preemption, a planned stage that was left running keeps its place: it ends when its + own green time is up, and the plan continues from it. A stage outside the plan ends as + soon as it can, and the plan resumes after the last planned stage that ran. + + In a corridor, `coordinate_plan` installs a common cycle. The main-road stage comes + first, at the intersection's offset, and gets the spare time, and every stage ends at + a fixed force-off point. A stage that starts after its force-off point ends as soon + as it can. +* **Actuated** control is NEMA-style, on a single ring over `fixed_sequence`, and skips + stages with no call. A call comes from stop-bar presence, a queue estimate of at least + half a vehicle or a push button. + * The green extends while the lanes the stage fully serves keep producing actuations + within the 2.5 s passage time, and gaps out when they stop. + * It maxes out at 22 s for a stage with a protected left turn and no protected + through movement, and at 50 s otherwise. + * A bus that the camera or its own messages place less than 8 s from the stop line, on + a movement the stage gives a protected or right-turn green, holds the green for up + to 10 s past the maximum. + * A lane flagged faulty by the diagnostics (§6.5) is on max recall: it places a call + and always extends. + * Without loops, a green can't gap out, so it runs to its maximum when another stage + has a call. With neither loops nor a camera, every stage is on recall. +* **Max-pressure** follows Varaiya's rule. For each movement a stage serves, it adds + w × max(0, up/√n − down) × √n, where: + * n is the number of lanes that can carry the movement; + * w is 1 for a protected or right-turn green and 0.45 for a permissive one; + * up is the movement's queue plus half the weight of the moving vehicles due within + 8 s; + * down is the queue on its exit road per outbound lane, which only a camera + measures. + + Each pedestrian waiting at a crosswalk the stage walks adds 1.5. The controller + switches when another stage's pressure is higher than the current one's by more than + 3.0. +* **Predictive** control is a rolling-horizon planner in the spirit of SURTRAC. Every + second, it builds a list of arrivals from the sensor view: + * each observed vehicle's predicted arrival at the stop line, weighted by its people, + with an emergency vehicle counting 40 times; + * each waiting pedestrian as a person already queued on the first protected movement + of each stage that walks them. + + It then tries holding the current stage for 0, 2, 4, 7, 10, 15, 20 or 30 s, no longer + than `max_green`, before switching to each other stage, and serves the remaining + stages greedily to the end of a 90 s horizon. Each schedule is costed by simulating + how the queues discharge: + * saturation headways of 2.0 s for a protected movement, 2.4 s for a right turn and + 4.2 s for a permissive one, shared among the movement's lanes; + * 2 s of start-up lost time, and 1.5 s of the yellow used; + * a green from the minimum green up to 45 s, long enough for the queue. + + The cost is the person delay plus `fairness` × the growth of each person's squared + wait. A vehicle not served within the horizon costs its remaining horizon plus 25 s, + and the holding schedules' costs are multiplied by 1 + `hold_bias`. Only the first + decision of the cheapest schedule is acted on, and only if it is to switch now. The + plan is made again a second later. `max_green` (60 s), `fairness` (0.004) and + `hold_bias` (0) are public, so the Hybrid can tune them. +* **Deep RL** picks the next stage with a neural network every 2 s of green, once the + minimum green has run, through a safety shield (§8.2). +* **The Hybrid** leaves every signal decision to an embedded `Predictive`. Every 10 s, + whatever the signal is doing, its network picks one of 48 tunings of that planner. + Where training kept no network, it applies its best static tuning (§8.5). + +The two learned controllers share code. The Hybrid reuses `RlController::features`, +`n_inputs`, the discount `GAMMA_PER_2S` and the reward scale `REWARD_SCALE`. +`RlController` can also hold another controller as an **expert**, which `train` uses +to guide exploration (§8.5). + +--- + +## 8. Learning: `src/rl/` and training + +The program ships two learned controllers, and both use the same kind of network: + +* **Deep RL** (`control/rl.rs`): the network picks the next signal stage. +* **Hybrid** (`control/hybrid.rs`): the network picks a tuning for the predictive + planner, and the planner picks the stages. + +Each signalized layout has a weights file for each controller in `weights/`. The four +Deep RL files and the Hybrid's arterial and town files hold a trained network; the +Hybrid's major/minor and T-intersection files hold only its best static tuning +(§8.5). + +| File | Lines | What it holds | +|---|---:|---| +| `src/bin/train.rs` | 428 | Training, model selection and the test report | +| `rl/nn.rs` | 190 | `Mlp`, `Grads` and `Adam` | +| `rl/dqn.rs` | 165 | `Dqn`, `Transition`, `SavedModel` and `argmax_masked` | +| `rl/mod.rs` | 5 | The module list | + +Version 0.3.0 cut the Deep RL networks from two hidden layers to one, because one layer +trained to lower delay on every layout (§8.6). Version 0.4.0 changed training in three +ways: the reward counts every delayed person; checkpoints are chosen on a validation set +and must pass a pedestrian check; a separate test set reports the result. Deep RL's +shield also gained a maximum pedestrian wait, because the reward alone did not protect +pedestrians. Both controllers were retrained this way, and version 0.5.1 ships those +networks. Version 0.5.1 added the checks on weights files (§8.7). + +### 8.1 At a glance + +| Property | Deep RL | Hybrid | +|---|---|---| +| Network type | Fully connected multilayer perceptron (MLP) | Same | +| Layers | Input → 128 ReLU → linear output | Same | +| Inputs | 6 per movement + 1 per stage + 1 + 4 (45 to 85 values) | The same features | +| Outputs | One Q-value per stage (4 to 8) | One Q-value per tuning (48) | +| Parameters | 6,404 (T-intersection) to 12,040 (arterial) | 16,944 (town), 17,200 (arterial) | +| Network size in memory | About 26 to 48 KB (`f32`) | About 68 KB | +| Size on disk | 72 to 136 KB of JSON per layout | About 190 KB with a network, 61 bytes without | +| Decision interval | Every 2 s of green, once the minimum green has run | Every 10 s, whatever the signal is doing | +| Learning algorithm | Double DQN, experience replay, Polyak-averaged target | Same | +| Hardware | CPU only, one thread per agent | Same | +| Code | 360 lines of Rust in `src/rl/`, with no machine-learning library | Same | + +The parameter count for the arterial Deep RL network is 85 × 128 + 128 = 11,008 for +the hidden layer and 128 × 8 + 8 = 1,032 for the output layer: 12,040 in all. The +Hybrid's arterial network has the same hidden layer and 48 outputs +(128 × 48 + 48 = 6,192): 17,200 in all. + +```mermaid +flowchart TB + M["Per movement, 12 × 6:
queue, arrivals within
10 s and in 10–30 s,
longest wait, extra
passengers, served now"] + S["Current stage,
one-hot: 8"] + T["Time in
green: 1"] + P["Pedestrians
waiting per
crosswalk: 4"] + F["features(ctx): 85
values on the arterial"] + H1["Dense 85 → 128
ReLU"] + O["Dense 128 → 8
linear"] + Q["Q(s, a) for each stage:
the expected future reward"] + SH["The safety shield masks
the stages not allowed"] + A["argmax: hold the current
stage, or request another"] + M --> F + S --> F + T --> F + P --> F + F --> H1 --> O --> Q --> SH --> A + classDef ctrl fill:#e8f0fe,stroke:#2b6cb0,color:#0b2545 + classDef rl fill:#f3e8ff,stroke:#7e3fbf,color:#2e1065 + classDef safe fill:#fdecec,stroke:#c53030,color:#4a0f0f + class M,S,T,P,F,A ctrl + class H1,O,Q rl + class SH safe +``` + +### 8.2 Inputs, outputs and the safety shield + +`RlController::features` builds the input vector from the `SensorView`, the same +sensor data every other adaptive controller sees. Vehicles come only from the +sensors, so the network has to cope with missed detections, noise and faulty loops +just as the other controllers do. Waiting pedestrians come straight from ground truth, +as they do for every controller (§6.5). The Hybrid uses the same function. + +| Feature | Scaling | Cap | Meaning | +|---|---|---|---| +| Queue | ÷ 8 | 3 | Estimated stopped or slow vehicles on the movement | +| Arrivals within 10 s | ÷ 8 | 3 | Detected moving vehicles due at the stop line within 10 s | +| Arrivals in 10–30 s | ÷ 8 | 3 | The same, 10 to 30 s out | +| Longest wait | ÷ 60 s | 3 | The longest current wait on the movement | +| Extra passengers | ÷ 20 | 3 | Person-weighted queue beyond 1.4 people per vehicle, which shows buses | +| Served now | 1, 0.5 or 0 | | 1 for a protected or right-turn green, 0.5 for a permissive one and 0 for red, in the current stage | +| Current stage | One-hot | | Which stage is running | +| Time in green | ÷ 60 s | 2 | How long the current green has run | +| Pedestrians waiting | ÷ 4 | 1.5 | Per crosswalk, padded to 4 slots | + +Arrival counts are weighted by how likely each vehicle is to be making that movement, +since a vehicle's intended turn is often unknown (§6.5). Every feature is divided by a +typical value and capped, so all inputs lie between 0 and 3. That keeps the first +layer's inputs on a similar scale without learned normalization, and stops a +gridlocked approach from producing values far outside anything seen in training. + +The Deep RL network has one output per stage. Choosing the current stage means +"extend it", and choosing another means "switch to it". The network never sets +durations or clearance times: `SignalState` still runs every yellow and all-red, and +`can_switch` every minimum green, so the network can't produce an unsafe signal. + +Before the network's choice is used, `RlController::shield` decides which actions are +allowed: + +* Once a pedestrian has waited more than 40 s (`PED_MAX_WAIT`), the crosswalk with + the longest such wait decides: if the current stage doesn't walk it, only the + stages that walk it are allowed. +* Otherwise a stage is allowed if it has demand: at least half a vehicle queued or due + within 12 s on its movements, counting the pedestrians waiting at its crosswalks. +* The current stage may be held only before 60 s of green, and only if it has demand + or no other stage does. +* If that leaves nothing allowed, holding is allowed. + +The pedestrian rule uses the sensor view's longest wait at each crosswalk, which a +push-button call provides in the field. + +The argmax is taken over the allowed actions only. The same mask is stored with each +transition (`mask2`), so the learning target also considers only actions that would +have been allowed. That keeps the values the network learns consistent with what it +can actually do. + +The Hybrid's 48 outputs are combinations of three planner settings: 3 fairness weights +(0, 0.004, 0.012) × 4 hold-or-switch biases (−0.05, 0, +0.08, +0.2) × 4 maximum greens +(35, 45, 60, 90 s). It needs no shield, because every tuning is safe: the planner and +`SignalState` enforce the rules whatever the tuning. + +### 8.3 Reward and discounting + +The reward is the negative person delay accrued between decisions, divided by 150 +(`REWARD_SCALE`). Each step adds up: + +* each vehicle's lost time compared with its free-flow speed, multiplied by its + occupancy, so a full bus counts for more than a car; +* the time of every person in a vehicle held at the edge of the map because its + approach has backed up that far; +* the time of every pedestrian waiting to cross, one person each. + +Dividing by 150 keeps rewards and temporal-difference (TD) errors near 1 in size, where +the Huber loss behaves well. + +Version 0.4.0 added the second and third terms. Without the second, once a starved +approach backed up past the map edge its extra waiting stopped costing anything, while +the evaluation score still counted it. Without the third, the network gained nothing +from serving pedestrians sooner, which is why 0.3.0's Deep RL networks for the +T-intersection left pedestrians waiting 46 s on average. The third term alone did not +fix that; the shield's pedestrian rule did (§8.5). + +The discount is γ = 0.96 per 2 s, which gives a half-life of about 34 s and an +effective horizon of about 50 s. That is long enough to value clearing a queue whose +payoff comes after the yellow and all-red, and short enough to keep Q-values bounded. + +Decisions are not evenly spaced: none are made during a yellow, an all-red or a +minimum green. Each transition therefore stores `disc` = γ^(elapsed / 2 s), and the +target uses that instead of a fixed γ. This is the semi-Markov form of Q-learning. + +### 8.4 `rl/nn.rs` and `rl/dqn.rs`: the learning step + +These files know nothing about traffic, and they use no machine-learning library: only +`serde`, to save networks as JSON, and the crate's own `Rng` (§6.9). + +* **`nn.rs`:** + * `Mlp`, a stack of `Dense` layers (row-major `f32` weights) with ReLU on the hidden + layers and He initialization; + * `forward`, `forward_all` and `backward`, which backpropagates into `Grads`; + * `soft_update`, the Polyak averaging for target networks, and `Adam`; + * `fits(n_in, n_out)`, which checks a network read from a file before it runs + (§8.7). +* **`dqn.rs`:** + * `Dqn::new(n_in, n_out, hidden, seed)` builds the online network and a target + copy. Both controllers ask for one hidden layer of 128 + (`control::rl::HIDDEN` and `control::hybrid::HIDDEN`). + * `push` stores a `Transition` in a 60,000-transition replay ring, and + `train_step` does nothing until it holds 1,000. + * `argmax_masked` takes the argmax over the allowed actions, or over all of them if + the mask allows none. + * The last 500 losses are kept for the app's TD-loss chart. + * `SavedModel` is the on-disk form: layout, input and output sizes, episode count + and the network. + +```mermaid +sequenceDiagram + participant Sim as Sim, every 0.1 s + participant C as RlController + participant D as Dqn + loop every step + Sim->>C: step(ctx): reward −= delay ÷ 150 + end + Note over C: A decision: green, can_switch,
2 s since the last one + C->>C: s2 = features(ctx)
mask2 = shield(ctx) + C->>D: push(s, a, reward, s2,
γ^(Δt / 2 s), mask2) + C->>D: train_step(), twice + D->>D: 64 transitions, sampled
with replacement + D->>D: a* = argmax of Q_online(s2)
over mask2 + D->>D: y = r + disc × Q_target(s2, a*) + D->>D: Huber loss on Q_online(s, a) − y,
backprop, Adam + D->>D: target += 0.01 × (online − target) + C->>C: a = the expert's choice, an
ε-random one or the greedy one + C-->>Sim: Some(stage) to switch,
None to hold +``` + +A transition is stored only while learning is on, and not at an episode's first +decision, which has no previous one. The Hybrid's step is the same, except that it +decides every 10 s, trains four times per decision and stores a mask that allows every +tuning. + +| Setting | Value | Why | +|---|---|---| +| Algorithm | Double DQN | The action set is small and discrete. Learning off-policy lets the agent learn from replayed transitions and from the expert's actions. Double DQN reduces the overestimation that plain DQN shows when many actions have similar values, as hold and switch often do | +| Loss | Huber, δ = 1 | The gradient is capped at ±1, so a rare very large delay can't destabilize training | +| Optimizer | Adam, learning rate 5 × 10⁻⁴ (1.5 × 10⁻⁴ when resuming) | Standard for DQN, and insensitive to the scale of each weight | +| Batch | 64 transitions, uniform sampling | Small enough to be quick on a CPU | +| Replay buffer | 60,000 transitions, training starts at 1,000 | Holds the last 130 or more Deep RL episodes, which breaks the correlation between consecutive decisions | +| Gradient steps | 2 per decision (Deep RL), 4 per decision (Hybrid) | The Hybrid decides five times less often, so it takes more steps per decision | +| Target network | Polyak averaging, τ = 0.01 per step | The target trails the online network by about 100 steps, which stabilizes the bootstrap target | +| Initialization | He normal (σ = √(2 / inputs)), zero biases | Suited to ReLU layers | +| Episode boundaries | `new_episode` drops the pending transition | No transition spans two episodes, so no terminal flag is needed. Each 900 s episode is treated as a slice of continuing traffic | + +### 8.5 `bin/train.rs`: training and model selection + +`train [layout|all] [episodes] [episode-seconds] [dqn|hybrid|both]` trains on the +signalized layouts. The defaults are `all 200 900 both`; the README's commands train +800 episodes of 900 s. It runs one thread per layout and controller, so `train all` +trains eight agents at once, and the private `Agent` enum wraps the two controllers +behind one interface. It moves the boxed controller into a `Sim`, runs an episode, and +takes it back out with `into_rl` or `into_hybrid`. + +```mermaid +flowchart TB + A["train: one thread per
layout and controller"] + B["Score fixed-time,
max-pressure and
predictive control on
the 16 validation scenarios"] + H1["Hybrid only: score all
48 tunings. The best that
passes the pedestrian
check becomes the base
tuning, saved at once
with no network"] + R1["With RESUME=1: score
the loaded weights and
save them if they pass.
A Hybrid's network must
also beat its static
tuning"] + E["One episode of design
or randomized demand,
at times in bad weather
or with failed loops;
ε and the expert decay"] + TEN{{"Every 10th
episode, or
the last?"}} + C{{"On the validation set,
lower delay than the
best, with pedestrian
waits within 5 s of
predictive control's?"}} + S["Save the checkpoint"] + N{{"More
episodes?"}} + T["Test report: the saved
weights and the baselines
on 24 other scenarios"] + A --> B --> H1 --> R1 --> E --> TEN + TEN -->|yes| C + TEN -->|no| N + C -->|yes| S --> N + C -->|no| N + N -->|yes| E + N -->|no| T + classDef ui fill:#fff3e0,stroke:#c05621,color:#3b1d06 + classDef safe fill:#fdecec,stroke:#c53030,color:#4a0f0f + class A,B,H1,R1,E,TEN,S,N,T ui + class C safe +``` + +The schedules below are fractions of the run, so a longer run stretches them. + +* **Demand:** + * 35% of episodes use the layout's design demand, scaled by 0.8 to 1.2; + * the rest are randomized: each flow scaled by 0.35 to 1.35, turning shares by 0.5 + to 1.6, a random arrival pattern, 0 to 140 pedestrians per hour and 0 to 8% buses. + + Training on varied traffic makes the network work across demand levels instead of + memorizing one. +* **Sensors:** 25% of episodes run at night or in rain, fog or snow, and 10% with a + quarter of the loop detectors failed. +* **Exploration:** + * the exploration rate ε falls linearly from 0.25 to a floor of 0.03, reached at about + 62% of training; + * Deep RL draws its random actions from the shield-allowed set and, when the shield + allows holding, half of them hold the current stage, because a random switch + every 2 s would never let a queue clear; + * half of the Hybrid's random choices keep the current tuning. +* **Expert guidance:** with a probability that falls from 0.6 to 0 over the first 45% + of training, the agent takes the expert's choice instead of its own. + * For Deep RL, the expert is a predictive controller running alongside it: its + latest switch request, if it made one in the last 1.15 s, and otherwise holding. + * For the Hybrid, the expert is the best static tuning, `base_action`. + + Because DQN learns off-policy, these expert actions teach the network what good + timing looks like early on, and the agent then improves on them by itself. +* **Model selection:** + * every 10 episodes, and after the last, the greedy policy is evaluated on a + validation set of 16 fixed scenarios. Each block of eight has two at design demand, + one at 0.8×, one at 1.2×, two with randomized demand, one in bad weather and one + with a quarter of the loops failed; + * the score is the mean of `person_delay_all`, the measure the README's benchmark + uses, here over the last 780 s of a 900 s episode, after a 120 s warm-up (the + benchmark warms up for 300 s and then measures 20 minutes); + * weights are saved only when the score beats the best so far *and* the mean + pedestrian wait is no more than 5 s (`PED_MARGIN`) above the predictive + controller's on the same scenarios. + + This is early stopping, so the shipped network is the best checkpoint, not the last. +* **The Hybrid's bar:** before its network trains, all 48 tunings are scored as fixed + settings on the validation set. The best one that passes the pedestrian check + becomes `base_action` and is saved at once, with no network, and its score is the + one to beat. A Hybrid whose network never beats it ships as `base_action` alone. +* **Test set:** after training, the saved weights, the baselines and, for the Hybrid, + the static tuning are scored on 24 more scenarios of the same kinds, with different + seeds. Nothing is chosen on this set; it only reports. Before this split, the Hybrid + was chosen and reported on the same 12 scenarios, where it looked 0.9 s better than + predictive control, and it then came out 1.0 s worse in the README's benchmark. +* **The pedestrian check in practice:** the Hybrid passed it on every layout, because + the planner serves pedestrians itself. Deep RL retrained with the new reward passed + on the town layout in all three seeds, but found a passing checkpoint in only 2 of 9 + runs on the other layouts, and both of those did poorly on the test set. Counting + each waiting pedestrian like one vehicle occupant is not enough: pedestrians are a + small share of the people at an intersection, so the network still trades their + waits for vehicle delay. Short trials (400 episodes, one seed, on the three failing + layouts) compared a pedestrian weight of 3 without a wait limit, and limits of 40 s + and 30 s with weights of 1, 3 and 5. The weight alone still failed on major/minor; + every setting with a limit passed everywhere. A 40 s limit with no extra weight had + the best validation score, and it is the simplest, so that is the shield rule. + Retrained with it, all 12 Deep RL runs (four layouts, three seeds) passed. When no + checkpoint passes, `train` writes no Deep RL weights for that layout; a Hybrid file + is always written, because its static tuning is saved first. + +The episode counts in the weights files are the episodes where each best checkpoint +occurred: 670 to 790 for Deep RL, 300 and 560 for the Hybrid's two networks. With 12 to +15 agents training at once in several processes, one per core, 800 episodes took 5 to +11 minutes per Deep RL agent and 14 to 19 minutes per Hybrid agent, which first scores +all 48 static tunings. + +Three environment variables change a run: + +* **`RESUME=1`** fine-tunes the saved weights at a learning rate of 1.5 × 10⁻⁴, with ε + falling from 0.06 to 0.02 and no expert. The loaded weights are scored first and + saved if they pass. A resumed Hybrid first saves the newly calculated static tuning + with no network, so a loaded network that can't beat that tuning is dropped from the + file. +* **`SEED=n`** changes the network's initial weights (seed 42 + n) and the random + draws of each episode's demand and conditions. The validation and test sets stay the + same. +* **`HIDDEN=128,128`** sets the hidden layers of a new network. It is ignored when + resuming. + +### 8.6 Choosing the network size + +The original size, two hidden layers of 128, was a conventional starting point, not a +measured choice. A later experiment tested it on Deep RL, using a held-out set of 24 +scenarios (12 at design demand, 12 randomized), not the §8.5 test set, that model +selection never sees. + +First, five sizes on the arterial layout, three seeds each, 400 episodes: + +| Hidden layers | Parameters | Held-out person delay (mean of three seeds) | +|---|---|---| +| 1 × 128 | 12,040 | **21.9 s** | +| 2 × 64 | 10,184 | 23.0 s | +| 2 × 128 | 28,552 | 25.6 s | +| 2 × 256 | 89,864 | 26.6 s | +| 3 × 128 | 45,064 | 28.2 s | + +Then one layer against two on every layout, at 400 and 800 episodes: + +| Layout | 2 × 128, 400 | 2 × 128, 800 | 1 × 128, 400 | 1 × 128, 800 | +|---|---|---|---|---| +| Arterial | 25.6 s | 25.2 s | 21.9 s | **21.2 s** | +| Major/minor | 27.0 s | 27.2 s | 23.8 s | **23.3 s** | +| Town | 33.8 s | 30.7 s | 28.7 s | **26.2 s** | +| T-intersection | 13.2 s | 12.9 s | 11.7 s | **11.1 s** | + +One layer won on every layout, and at 800 episodes the worst one-layer seed beat the +best two-layer seed on all four. Longer training helped both sizes a little but did not +close the gap, so the larger network is not just slower to learn. A likely reason is +that the inputs are already engineered summaries, so a good policy needs only modest +combinations of them, while a deeper network adds instability to learning from its own +bootstrapped targets and more room to overfit the selection scenarios. The three-layer +networks had the biggest gap between their selection score and their held-out score +(2.3 s on average, against 0.2 s for one layer). + +Version 0.3.0 shipped seed 0 of the one-layer, 800-episode runs. In the README's +benchmark they cut Deep RL's person delay from 31.1 to 19.4 s on the arterial, 34.3 to +24.4 s on major/minor, 40.0 to 30.0 s on the town layout and 13.1 to 11.7 s on the +T-intersection. The current Deep RL networks, retrained with the new reward, selection +and pedestrian rule, are also seed 0, which `train all 800 900 dqn` reproduces. + +In the README's benchmark, these networks looked 0.6 to 1.9 s worse than 0.3.0's on +three layouts, which suggested the pedestrian rule was costly. A cleaner comparison +separated the two changes: Deep RL was retrained with the new reward and selection but +no rule and no pedestrian check, three seeds per layout, and set against 0.3.0's three +seeds and the current networks' three. On the §8.5 test set, all 24 scenarios, mean of +three seeds, person delay / pedestrian wait: + +| | 0.3.0 | New training, no rule | New training + rule | Predictive | +|---|---|---|---|---| +| Arterial | 19.9 / 21.5 s | 21.7 / 25.1 s | 20.3 / 17.7 s | 18.2 / 13.2 s | +| Major/minor | 25.5 / 28.3 s | 24.8 / 27.7 s | 23.4 / 16.0 s | 22.4 / 11.8 s | +| Town | 27.3 / 14.8 s | 28.7 / 11.8 s | 26.7 / 10.7 s | 25.6 / 9.6 s | +| T-intersection | 12.0 / 45.6 s | 11.5 / 36.8 s | 12.6 / 19.7 s | 14.4 / 21.3 s | + +* **The rule's own effect** (the middle two columns): person delay fell by 1.4 s on the + arterial and major/minor layouts and 2.0 s on the town layout, and rose 1.1 s on the + T-intersection. Pedestrian waits fell by 1 to 17 s. One explanation, not tested, is + that the rule forces a regular rotation through the stages, which the network + otherwise has to discover, and the stage that serves a waiting pedestrian also serves + vehicles that have waited. +* **The other training changes** (0.3.0 against the no-rule column): 1.4 to 1.8 s + worse on the arterial and town layouts, 0.5 to 0.7 s better on the other two. A + likely reason, not tested, is that the wider reward and the harder selection + scenarios spread the network's effort beyond design demand, where 0.3.0 was mostly + chosen. +* **Net:** against 0.3.0, person delay is +0.4, −2.1, −0.6 and +0.6 s, and pedestrian + waits are 4 to 26 s shorter. +* **Why the benchmark misled:** it scores one network per layout at design demand, and + networks trained from different seeds differ by 1 to 3 s. 0.3.0's seed-0 arterial + network was its best of three; the current one is in the middle. +* **The check never bound:** the rule arm, selected without the pedestrian check, chose + exactly the shipped networks. + +The Hybrid was then tested separately, with the new reward and selection: one and two +hidden layers of 128, three seeds each, 800 episodes, on every layout. Mean test-set +person delay: + +| Layout | 1 × 128 | 2 × 128 | +|---|---|---| +| Arterial | 17.7 s | 17.7 s | +| Major/minor | 21.3 s | 21.2 s | +| Town | 24.9 s | 25.6 s | +| T-intersection | 14.0 s | 14.0 s (no network kept in any seed) | + +The validation scores differed by 0.2 s or less. For the Hybrid, the size makes no +difference worth measuring, so it uses one layer, like Deep RL, which is smaller and +trains faster. The shipped Hybrid networks are seed 0, which +`train all 800 900 hybrid` reproduces; no seed was picked by its results. + +In the shipped Hybrid weights (validation score, then test score): + +| Layout | Best static tuning | Network | +|---|---|---| +| Arterial | fairness 0.004, bias +0.08, max green 60 s | Kept: validation 18.5 → 17.3 s, test 17.7 → 17.5 s | +| Major/minor | fairness 0, bias +0.08, max green 35 s | Not kept, so the Hybrid runs the static tuning | +| Town | fairness 0.012, bias −0.05, max green 35 s | Kept: validation 25.4 → 25.2 s, test 25.8 → 24.3 s | +| T-intersection | fairness 0, bias +0.08, max green 60 s | Not kept | + +The two "not kept" files are 61 bytes long: they hold the static tuning and no network. +On the test set the Hybrid beats predictive control on every layout, by 0.4 to 1.3 s. +On the arterial, major/minor and T-intersection layouts most or all of that comes from +the static tuning; on the town layout it all comes from the network. + +### 8.7 `control/weights.rs`: loading and saving + +`make()` loads a controller's file through `load_or_new`, which asks `weights::load` +for the file's text and `from_saved` for a controller built from it: + +```mermaid +flowchart TB + MK["make() for Deep RL
or the Hybrid"] + L1{{"weights/FILE in the
working directory
readable?"}} + L2{{"FILE in the user
data directory
readable?"}} + L3["The built-in copy,
compiled in with
include_str!"] + V{{"Parses, and the
network fits?"}} + RUN["Run the trained
network"] + NO["Otherwise, as in
the table below"] + MK --> L1 + L1 -->|yes| V + L1 -->|no| L2 + L2 -->|yes| V + L2 -->|no| L3 --> V + V -->|yes| RUN + V -->|"no: the other
copies aren't tried"| NO + classDef ctrl fill:#e8f0fe,stroke:#2b6cb0,color:#0b2545 + classDef safe fill:#fdecec,stroke:#c53030,color:#4a0f0f + class MK,L1,L2,L3,RUN,NO ctrl + class V safe +``` + +* **Where it looks:** the first *readable* copy wins. `weights/` in the working + directory is where `train` writes. The user data directory is where the app saves: + * macOS: `~/Library/Application Support/Intersection Lab/weights/`; + * Windows: `%APPDATA%\Intersection Lab\weights\`; + * other systems: `$XDG_DATA_HOME/intersection-lab/weights/`, or + `~/.local/share/intersection-lab/weights/` when `XDG_DATA_HOME` isn't set. + + The eight shipped files are compiled into the binary (`EMBEDDED`), so an installed app + or the browser build works anywhere. The browser build can't read files, so it always + uses these. Deep RL's *Controller brain* panel names the file it loaded, with + "built-in" in front for a compiled-in copy. +* **What is checked:** the file must parse, and its network must fit. + `SavedModel::fits` compares the sizes the file declares with the layout's, and + `Mlp::fits` checks the network itself: + * at least one layer, each taking as many inputs as the one before gives; + * every layer at least 1 wide, with weight and bias arrays of exactly the lengths + its sizes call for; + * only finite values, and the last layer as wide as the outputs. + + The layout name in the file isn't checked, but the layouts' input counts all differ + (45, 83, 84 and 85), so a file can't be applied to the wrong layout. +* **What happens when a check fails:** nothing is logged, and the other copies aren't + tried. + +| The file found | Deep RL | Hybrid | +|---|---|---| +| Parses, and its network fits | Runs the network, with learning off | Runs the network | +| Parses, with no network or one that doesn't fit | A fresh network (seed 7) that learns online with ε = 0.2 | The saved base tuning, with no network | +| Doesn't parse | The same fresh network | The planner's default tuning (`DEFAULT_ACTION`: fairness 0.004, no bias, 60 s), so it behaves exactly like `Predictive` | + +The panel then says "no pretrained weights found" for Deep RL. For the Hybrid it says +"no network beat the best static tuning", the same as for the shipped static files, or +"running the planner's default tuning". + +Saving goes through `save_path`. It writes to `weights/` in the working directory when +that directory exists, which, run from a checkout, overwrites the shipped files. +Otherwise it writes to the user data directory, creating it first, or to `weights/` when +there is no user data directory. `train` creates `weights/` when it saves, and the next +build embeds whatever it wrote. + +In 0.5.1 two saves write a Hybrid file that doesn't load. The app's *Save weights* +records the Hybrid's score as NaN, and `train` records an infinite score when no static +tuning passes the pedestrian check. The JSON writer stores either as `null`, which the +reader rejects, and since the other copies aren't tried, that Hybrid then runs the +planner's default tuning. + +In the app, each learned controller has a *Keep learning online* box, an ε slider and, +on the desktop, *Save weights*. A loaded Deep RL network starts with learning off and +ε = 0.05, and its updates start once 1,000 transitions are stored. Deep RL also has +*Reload pretrained*, which rebuilds the controller through `make`, so it loads whichever +copy the search finds first: after a save, the saved one. In the browser, learning and +*Reload pretrained* work in memory, and *Save weights* is hidden. + +Weights files can be damaged or edited by hand, so their loading is tested and fuzzed: + +* `tests/weights_files.rs` checks that every shipped file loads, that seven kinds of + misshapen network are rejected (one with a weight of 10³⁹, which is infinite as an + `f32`), that a Hybrid whose network doesn't fit keeps its base tuning and that + networks whose outputs overflow don't crash anything. +* The `weights` fuzz target reads each input as both kinds of file for the + T-intersection. A file that is accepted gets a training step if it has a network, + then 20 s of simulation. The CI job "Fuzz (weights)" runs it for 60 s, starting from + the three files in `fuzz/seeds/weights/`. + +### 8.8 Hardware, design choices and limitations + +The networks run on the CPU. They do not use a GPU, Apple's Neural Engine, any other +neural accelerator or a linear-algebra library: + +* `nn.rs` is plain Rust loops over `Vec`. +* The GPU in the app is used only by egui to draw the screen. +* The release build doesn't target a specific CPU, so the compiler can only use the + baseline vector instructions (SSE2 on x86-64, NEON on ARM64). The forward pass sums + each dot product in order, and Rust does not reorder floating-point additions, so + those sums stay scalar. The element-wise loops in backprop and Adam may be + vectorized. + +This is deliberate, because an accelerator would not speed anything up here: + +* **The work is tiny.** + * One decision is a single forward pass of about 12,000 multiply-adds, made at most + every 2 s of simulated time, which takes microseconds. + * One training step (64 samples, three forward passes and a backward pass each) is + about 4 million multiply-adds, a few milliseconds on one core. + * A `Dqn` holds five arrays the size of its network (online, target, Adam's two + moments and the gradients): about 340 KB for the Hybrid's arterial network. Its + replay buffer is larger, about 50 MB when full on the arterial. + * Copying data to a GPU and launching kernels would take longer than the math. +* **The rest of the work is the simulation.** Vehicle motion, right of way and sensors + run in 0.1 s steps as branchy CPU code that a GPU would not help. Training gets its + speed by running each agent on its own core instead. +* **Portability.** The same code runs in the browser build (WebAssembly), on every + desktop platform and in CI, with no drivers or GPU runtime. +* **Reproducibility.** The code has a fixed order of operations and its own seeded + `Rng`, so the same seed and arguments give the same network. GPU libraries often + don't guarantee that. + +To use an accelerator in the future, the right first step would be to batch many +simulations so that one forward pass serves hundreds of intersections. Accelerating the +current single-sample calls would not help. + +Why the networks are built this way: + +* **A small MLP:** + * the input is a fixed-length vector of engineered features, not an image or a + sequence, so convolutional or recurrent layers would add nothing; + * the arrival predictions already carry the short-term future that a recurrent + network would otherwise have to learn; + * one hidden layer of 128 is enough to learn interactions such as "a long queue + matters only if its stage isn't running", and it trained to lower delay than two + or three layers on every layout (§8.6); + * 800 episodes train in 5 to 19 minutes per layout and controller on one core. +* **One network per layout:** the input and output sizes depend on the layout's + movements and stages, so each layout gets its own network. + * The cost is that nothing learned on one layout transfers to another. + * The benefit is a simple network and a simple file format. +* **Engineered features from the sensors only:** the network sees the same + information as the other controllers, so comparisons between them are fair. The + sensor failure studies also apply to it unchanged. +* **The action is "which stage next":** this matches how every adaptive controller + talks to `SignalState`. All safety timing stays outside the network, and the shield + adds the same limits a deployed system would. +* **The Hybrid puts learning where it's low-risk:** the planner keeps its guarantees (a + feasible schedule, clearance, maximum green), and the network only adjusts its + settings. Each network also had to beat the best static tuning to be shipped. +* **No machine-learning library:** + * backprop for an MLP is about 30 lines; + * writing it in-house keeps the dependency list short, builds for WebAssembly + unchanged, stays deterministic and lets anyone read every step of the learning. + +Limitations: + +* **Deep RL and pedestrians.** Pedestrians are protected by a fixed 40 s rule in the + shield, not learned. On the arterial, Deep RL's pedestrian waits are still about 5 s + longer than predictive control's. +* **Simulated training data only.** Both controllers learn from the simulator alone. +* **Single-intersection training.** In a corridor, each signal runs its own copy of the + layout's network. Training included platoons from a simulated upstream signal, but + never a real neighbor's releases or spillback. In the three-signal arterial corridor + with the upstream link on, the retrained Hybrid did 1.1 s worse than 0.3.0's (18.3 s + against 17.2 s). +* **No refinements beyond Double DQN.** The code has no prioritized replay, multi-step + returns or dueling heads. Deep RL trails the best controller, the Hybrid, by about + 4.5 s on the multi-lane layouts and trails fixed-time and actuated control on the town + layout (29.0 s of person delay), though it has the lowest delay on the T-intersection. + +--- + +## 9. The app: `src/gui/` + +The app is an eframe and egui program. The same code runs as a desktop app and, +compiled to WebAssembly, in a browser (§3). It drives the simulation core but decides +nothing itself: every vehicle, signal and measurement it shows comes from `sim` and +`control`. + +### 9.1 Files + +| File | Role | +|---|---| +| `gui/mod.rs` | `App`: all UI state. It holds the main `World`, an optional comparison twin `World`, the focused intersection, the camera, overlays and tools, the selected vehicle, the benchmark state and the cooperative crossing's settings. It draws the top bar; the left panel (scenario, demand, then sensors, operations and the learning panels or the intersection manager's settings, then view); the right panel (measurements, charts, breakdowns, the manager panel and safety monitors, the controller brain, the selected vehicle and benchmarks); the bottom panel; the canvas, where clicks pan, zoom, select and spawn; the legend; and the About and results windows. `with_env` applies the `TS_*` settings of scripted screenshots (Appendix A) | +| `gui/render.rs` | Drawing. `Scene` is a mesh of the static scene, built once per layout in world coordinates: terrain, roads, markings, buildings and trees, and on the cooperative crossing its slip lanes and underpass stairs (`build_coop_roads`). Each frame, `paint_dynamic` draws the moving parts: the sensors overlay, paths, signals (or, on the cooperative crossing, the admission lines of `paint_admission`), vehicles colored by `ColorBy`, reservation dots, pedestrians, the selected vehicle and conflict points or reservation zones. `paint_detections` draws the detection markers, `Camera` maps world to screen and `hud` draws the status overlay | +| `gui/charts.rs` | Small hand-painted charts: `line_chart`, `hbars` (also used for the brain's bars), `histogram`, `sparkline`, the signal `timeline` (from `SignalState.history`) and the cooperative crossing's `crossing_timeline` and `pet_histogram` | +| `gui/bench.rs` | The runs behind *Compare controllers*, *Sensor study* and *Compare schedules*: each strategy on three seeds, with a 300 s warm-up and 20 measured minutes, through `lib::scenario`. On the desktop each strategy runs on its own thread and reports over an `mpsc` channel. In the browser a queue runs 50-step chunks for 12 ms of each frame | +| `gui/shot.rs` | A minimal PNG encoder (CRC32, stored zlib blocks) and `request`, which asks eframe for a screenshot, writes it and exits. Used for the documentation's images and for visual checks | + +### 9.2 The frame loop + +eframe calls `App::ui` for every frame: + +```mermaid +sequenceDiagram + participant A as App + participant W as World (main) + participant T as World (twin) + participant R as render, charts + + Note over A: eframe calls ui() + A->>A: advance(): acc += real
time (≤ 0.1 s) × speed + loop while acc ≥ dt, for at most 30 ms + A->>W: step() + A->>T: step(), when comparing + end + A->>A: Space, Escape, top bar,
left panel (settings) + A->>W: sync_settings(focus) + A->>T: follow(main) + A->>A: right panel: Summary
refreshed every 400 ms + A->>R: bottom panel: timeline
or crossing_timeline + A->>R: canvas: Scene.paint (cached),
paint_dynamic for each Sim + Note over R: positions interpolated
by alpha = acc / dt
(1 when paused) + A->>A: results and About
windows, then the
screenshot if due +``` + +* **Real time is capped.** A frame adds at most 0.1 s of real time, so after a stall + (a dragged window, a sleeping laptop) the simulation doesn't try to catch up. +* **The 30 ms budget** stops a high speed setting from freezing the window: when the + simulation can't keep up, it runs slower than requested. +* **Interpolation:** vehicles and pedestrians are drawn between their last two + positions, by the fraction of a step waiting in the accumulator, so motion stays + smooth at any speed. + +The app changes the simulation in only these ways: + +* **Settings:** the left panel edits public fields of the focused `Sim`: demand, + sensors, preemption, right turn on red, the leading pedestrian interval, the + left-turn mode and the max-wait guard. `World::sync_settings` copies them to the + other intersections of a corridor, and `World::follow` to the twin (§6.10). An edit + to demand also rebuilds every fixed-time controller, so its Webster plan follows. +* **Controllers:** `set_controller` swaps the focused intersection's controller, or + side B's on every twin intersection. `set_coordination` runs the green wave. +* **The cooperative crossing:** `set_scheduling`, `set_gap_policy` and the maximum cycle + and batch join window, all live. +* **Rebuilds:** a new `World` when the layout, control mode or corridor size changes, + and on *Reset*, *Restart*, *Compare side by side* and a change of side B's control + mode. +* **Traffic by hand:** `spawn_manual` and `spawn_ped`, for clicks and the + **+ N / + E / + S / + W** buttons. +* **Learning:** the `as_rl` and `as_hybrid` hooks, for the learning toggles and + *Save weights* (§8.7). + +Everything else only reads the simulation. + +### 9.3 The comparison twin + +When *Compare side by side* is on, `rebuild_twin` builds a second `World` with the +same layout, corridor size, demand, seed and settings, but its own control strategy: +a control mode and controller, or on the cooperative crossing a scheduling and gap +policy. Because arrivals depend only on the seed (§6.9), both sides receive identical +arrivals, and hand-spawned vehicles and pedestrians are added to both. + +* Turning the comparison on or off restarts both worlds from time zero, and so does + changing side B's control mode. +* Changing B's controller, scheduling or gap policy is live, like A's. +* The canvas draws both worlds with the same camera, A on the left. Only A's + vehicles can be selected. +* The right panel adds a table of both `Summary`s. Every other panel describes A. + +### 9.4 A tour of the window + +This section goes through every part of the window: what it shows, how to read it and +which code produces it. The screenshots come from the desktop app of version 0.5.1 in +its default 1600 × 1000 window (the smallest it allows is 1100 × 700). They were taken +with the scripted-screenshot settings of Appendix A, two simulated minutes into the +default scenario unless a caption says otherwise. The browser version looks the same, +without the *Save weights* buttons and training commands of the learning panels. + +#### The window at a glance + +![The whole window, with each region numbered](images/architecture/overview.png) + +| # | Region | What it is for | Code | +|---|---|---|---| +| 1 | Top bar | Run controls, speed and adding traffic by hand | `App::top_bar` | +| 2 | Left panel | Every setting: scenario, demand, sensors, operations, learning and view | `App::left_panel` | +| 3 | Canvas | The simulated world, seen from above, with the legend at its bottom left | `App::canvas`, `App::legend`, `render.rs` | +| 4 | Status overlay | Clock, speed, strategy and the current stage and phase | `render::hud` | +| 5 | Bottom panel | Signal timing for the last 3 minutes and short notices | `App::bottom_panel`, `charts::timeline` | +| 6 | Right panel | Measurements, charts, the controller's reasoning, the selected vehicle and benchmarks | `App::right_panel` | + +The layout follows the data flow: + +* **Left panel:** inputs. Each control writes a setting of the focused `Sim`, or of + the app, such as the overlays. +* **Canvas and bottom panel:** the world as it runs. +* **Right panel:** outputs. It reads a `Summary` refreshed every 400 ms, the statistics' + time series and delay histogram, the controller's own explanation from `brain()`, + the selected vehicle and, where they apply, the corridor's and the twin's summaries + and the intersection manager's state. It changes nothing in the simulation. + +egui is an immediate-mode toolkit: the whole window is rebuilt from `App`'s state every +frame. The widgets hold no state of their own, so the window always matches the +simulation. The side panels can be resized by dragging their inner edge, and they +scroll when their content is taller than the window. + +Every control works from the keyboard. Tab and Shift+Tab move through the controls; +Enter or Space activates one, and opens a dropdown, whose list the arrow keys move +through. Space pauses and resumes the simulation when no control has keyboard focus. +Escape closes an open dropdown, then the About window, then the results window. In the +desktop app, dropdowns and number fields are named by their labels for screen readers. +The smallest text is 11 pixels. Panning, zooming, selecting a vehicle, placing a +pedestrian and the charts' hover readouts need a pointer. `ACCESSIBILITY.md` gives the +details. + +#### 1. Top bar + +Left part of the top bar: +the app's name, About, Pause, Step, the speed choices from ×0.5 to ×100 and Reset + +Right part of the top +bar: Spawn with Car, SUV, Truck, Bus, Motorcycle, Emergency and Pedestrian, then Intent +with Left and Through, Through selected + +| Control | What it does | +|---|---| +| **About** | Opens the About window: version, license and third-party notices | +| **Pause / Run** | Stops or resumes the simulation | +| **Step** | Advances exactly 1 simulated second, ten 0.1 s steps, in both worlds. Useful while paused | +| **Speed ×0.5 to ×100** | Simulated seconds per real second. A slow machine runs high speeds slower than requested (§9.2) | +| **Reset** | Rebuilds the world from time zero, keeping the settings and demand | +| **Spawn: Car … Emergency** | Picks a vehicle class and turns on the spawn tool: click an approach road on the canvas, or use the **+ N / + E / + S / + W** buttons that appear at the end of the bar, one per approach. The vehicle enters 260 m upstream, and a notice says where it went. An emergency vehicle triggers preemption when that is on, and on the cooperative crossing it is served first | +| **Pedestrian** | Spawn tool for pedestrians: click near a crosswalk corner. Disabled on the layouts without crosswalks, the roundabout and the cooperative crossing | +| **Intent: Left / Through / Right** | The movement a hand-spawned vehicle will make. A movement the approach doesn't have is refused with a notice | + +The bar wraps onto a second line when the window is too narrow for it, as at the +default size, where *Right* starts the second line. Hand-spawned vehicles are added to +both sides of a comparison, so the arrivals stay identical. They have a faint white +ring on the canvas. Clicking the chosen spawn button again returns to the select tool. + +#### 2. Left panel: settings + +**Scenario** + +Scenario section: the 4-Way +Arterial layout, 1 signal along the main road, Traffic signal control, the Predictive +controller with its description, seed 1 with Restart and the Compare side by side box + +* **Intersection:** one of the six layouts shown in §1. Changing it rebuilds the world + with the new layout's default demand. +* **Signals along main road** (1 to 5, not on the cooperative crossing): more than one + builds a corridor of intersections 420 m apart on the east–west road (§6.10). +* **Fixed-time green wave** appears with a corridor. It runs `set_coordination` + (§6.10), which makes every signal of the corridor fixed-time, in both worlds when + comparing, with a common cycle and offsets that maximize the two-way green band. + Turning it off gives each signal back its own Webster plan; they stay fixed-time. + + Scenario + section with 3 signals along the main road and the Fixed-time green wave box + +* **Control:** the control modes the layout allows (§6.1): *Traffic signal*, *All-way + stop*, *Two-way stop (minor street)*, *Yield (roundabout)* or *Intersection manager + (no signal)*. +* **Controller** (signals only): one of six strategies (§7.3), with a short description + below the list. Changing it swaps the controller live: traffic keeps moving, only the + decision-maker changes and the bottom panel confirms the switch. In a corridor it + changes only the focused intersection. +* **Seed** (1 to 99,999) fixes every random arrival: the same seed gives the same + traffic. *Restart* rebuilds the world from time zero, like *Reset*. +* **Compare side by side:** see [Comparing two strategies](#comparing-two-strategies). + +**Demand** + +Demand section: demand +multiplier 1.00, Random (Poisson) arrivals, 2,500 veh/h arriving in all, the four +approaches with their flows, Vehicle mix and 60 peds/h + +* **Demand ×** scales every flow at once, from 0 to 2. +* **Arrivals** sets the pattern (§6.6): *Random (Poisson)*, *Platoons (upstream + signal)*, *Rush-hour peak* or *Random surges*. The line below gives the total flow. +* **Each approach**, for example *Southbound — 550 veh/h*, expands to a flow slider + (up to 1,600 veh/h, or 6,000 on the cooperative crossing) and a share for each of its + movements. +* **Vehicle mix** sets the relative share of each vehicle class. +* **peds/h** (0 to 600) is the pedestrian demand over all crosswalks. It appears only + where there are crosswalks. + +These settings also serve as the intersection's design volumes. The fixed-time +controller builds its Webster plan from them, and any change rebuilds it. The other +controllers never read them; sensor processing uses them only to split a shared lane's +count by turn when intent is unknown, and to estimate the traffic on a failed loop +(§6.5). + +**Sensors** + +Sensors section: loops with +a 55 m advance loop, cameras with an 80 m range, radar with a 250 m range, connected +vehicles off at 0.30 penetration, field-realistic errors on in clear day conditions, no +faulty loops, 0.80 turn-signal use and the note about ground truth + +* Each sensor type can be turned on or off and has one parameter (§6.5): + * inductive loops: the distance to the advance loop, 20 to 120 m; + * cameras: their range, 20 to 150 m; + * radar: its range, 80 to 260 m; + * connected vehicles: the share of vehicles that broadcast, their penetration. +* **Upstream signal shares its outflow** appears only in a corridor: each signal is + then told which vehicles its upstream neighbor has just released toward it. +* **Field-realistic sensor errors**, on by default, makes the sensors fail the way + field equipment does: cameras miss vehicles in bad weather, at night, at long range + or behind trucks, and read intent only from turn signals; loops fail and miss + motorcycles; radar and connected-vehicle data are noisy. It enables three more + settings: + * **conditions:** Clear day, Night, Heavy rain, Fog or Snow; + * **faulty loop stations:** the share of loops stuck on or off, up to half; + * **turn-signal use:** drivers who don't signal look like through traffic to a + camera. + +The note at the bottom states the program's central rule (§2.2): controllers see only +these sensors, never the simulation's true state (§2.2 gives the one exception). On the +cooperative crossing, which has no roadside sensors, the intersection manager's settings +replace this section and the next. + +**Operations** + +Operations section: +preemption and right turn on red on, the pedestrian exception off, a leading pedestrian +interval of 0, Protected + permissive (FYA) left turns and a 150 s max-wait guard + +* **Emergency-vehicle preemption:** an approaching emergency vehicle gets a green + (§7.2). +* **Right turn on red**, optionally **except while pedestrians are present**. That + option models a blank-out NO TURN ON RED sign that lights while someone is waiting at + or using a crosswalk the turn crosses. +* **Leading ped interval** (0 to 7 s): WALK starts this long before turning traffic + that crosses it gets a green. +* **Left turns** (signals only), for lefts with their own lane: + * *Protected + permissive (FYA)*: a green arrow, then a flashing yellow arrow during + which lefts yield; + * *Protected only*; + * *Auto (volume cross-product)*: each left switches to protected-only when its volume + times the opposing volume is high. + + In the other two modes a line lists the lefts that are protected-only at the moment. +* **Max-wait guard** (0 to 300 s, 150 by default): an adaptive controller must serve + any movement that has waited longer than this (§7.2). 0 turns the guard off. + +**Learning panels** (only when Deep RL or the Hybrid is the controller; the app titles +them *AI (Deep RL)* and *AI (RL-tuned predictive)*) + +AI (Deep RL) panel: Keep +learning online off, exploration 0.05, 10 decisions, an empty replay memory, Save +weights, Reload pretrained and the command for thorough training AI (RL-tuned predictive) +panel: Keep learning online off, exploration 0, 12 tuning decisions, Save weights and +the training command + +* **Keep learning online:** the network keeps training on the traffic it controls, + exploring at the rate **ε**. Deep RL starts at 0.05, the Hybrid at 0. +* **Counters:** decisions so far (the Hybrid makes one every 10 s), transitions in the + replay memory and gradient updates. +* **TD loss:** while Deep RL learns, a sparkline shows its recent loss. +* **Reload pretrained** (Deep RL only) rebuilds the controller from the first saved + network the search finds (§8.7). +* **On the desktop**, *Save weights* writes the current network, and a line gives the + training command (§8.5). + +**View** + +View section: the sensors and +detections overlays on, conflict points, paths, delay labels and night off, Color by +type and Fit view + +* **Overlays:** *sensors* (loops, cameras and radar), *detections* (what the sensors + see right now), *conflict points*, *paths*, *delay labels* and *night*. The first two + are on by default. +* **Color by:** vehicles are colored by *type*, *delay*, *turn* or *speed*. +* **Fit view** re-centers and re-scales the canvas. + +The canvas section below shows each overlay. + +#### 3. Canvas + +Close-up of the +arterial: a selected car with a yellow outline at the north crosswalk, its remaining +route dashed in white turning east and an orange arrow to an oncoming vehicle far down +the northbound approach + +**Using the canvas** + +* drag to pan, with the select tool; +* scroll or pinch to zoom, around the pointer, from 0.6 to 40 pixels per meter; +* click a vehicle to select it; clicking one at another intersection of a corridor + also moves the focus there; +* with a spawn tool, click an approach road, or near a crosswalk corner. + +**What is drawn** + +* **Roads:** lanes with turn arrows, stop lines, crosswalks and left-turn bays with a + hatched median before them. +* **Vehicle signal heads:** one at the stop line of every inbound lane. + * It shows red, yellow or green. Turn-only lanes show arrows, and a permissive left + shows a flashing yellow arrow. + * A colored glow along the stop line repeats the lane's indication, so it reads even + when zoomed out. +* **Pedestrian signals:** small squares at each end of a crosswalk. + * White is WALK, flashing orange is flashing DON'T WALK and solid orange is DON'T + WALK. + * A faint ring in the middle of a crosswalk means a pedestrian has pushed the button + and is waiting. +* **Stop signs** appear instead of signals under stop control. +* **Vehicles** are drawn to scale with brake lights and turn signals, and headlights + at night. Below 2.2 pixels per meter they are drawn as plain shapes, without lights, + turn signals or the hand-spawn ring. Colored by type, buses are yellow, trucks light + gray and emergency vehicles white; cars, SUVs and motorcycles get assorted colors. + +**The *sensors* overlay:** + +* **Yellow rectangles at the stop bar** are presence loops. They brighten while a + vehicle is on them. A red cross means diagnostics have flagged the loop as faulty, + and the lane is on recall. +* **Thin yellow bars upstream** are advance loops. They flash as a vehicle crosses. +* **A blue ring on a pole, with a faint blue wedge,** is a camera and its field of view. + The wedge shrinks in poor visibility. +* **A purple diamond** is a radar unit. A dashed purple tick marks its range, and a dot + sweeps along the approach. + +**The *detections* overlay** marks each vehicle the controller knows about, once, by +the best source that sees it: + +* **cyan corner brackets:** a camera track; +* **green arcs:** a connected-vehicle message; +* **a purple ring:** a radar track. + +Loops report per lane, not per vehicle, so they add no marker. A vehicle without a +marker is one no camera, radar or message reports at that moment. + +**A selected vehicle** has a yellow outline and a dashed white line along the rest of +its route. If it is yielding, an orange arrow points to the vehicle it is waiting for. +In the picture, car #26 is turning left from the southbound approach and waits for +oncoming vehicle #83. It has pulled past the stop line, where no sensor looks, so it +has no marker. The right panel shows the same car (see +[Selected vehicle](#6-right-panel-measurements)). + +The arterial's box +with conflict points, paths and delay labels on and vehicles colored by delay: yellow +rings at crossings, blue rings at merges, red rings held by committed vehicles and +labels from 0 s to 68 s + +**Analysis overlays** (the same moment, zoomed further, with *conflict points*, *paths* +and *delay labels* on and vehicles colored by delay): + +* **Conflict points:** + * a yellow ring is a crossing between two paths; + * a blue ring is a merge; + * a red ring is held by a vehicle that has committed to it (§6.1, right of way). +* **Paths:** faint blue lines through the box, one per lane-to-lane connection. +* **Delay labels:** each vehicle's delay so far, in seconds, shown above 5 pixels per + meter. A yielding vehicle also gets an orange dot at its front. +* **Color by delay:** green for no delay, through yellow at 45 s, to red at 90 s or + more. *Turn* colors lefts blue, throughs gray and rights orange. *Speed* runs from + red (stopped) to green (at the desired speed). + +The same intersection +at night: a dark scene with headlight beams, lit signals and camera brackets + +*Night* darkens the scene and turns on headlights. It is only a view setting. Darkness +that affects the sensors is the *Night* condition under *Sensors*. + +#### 4. Status overlay + +The text at the top left of the canvas (region 4 in the overview) has up to two lines: + +* **First line:** the simulated clock, the speed, *paused* when paused and the strategy: + the controller's short name, the control mode or, on the cooperative crossing, + *Intersection manager* (batches) or *First come, first served*, followed by the gap + policy. +* **Second line, for signals:** the current stage and its phase (*GREEN* with the + seconds of green so far, *YELLOW* or *ALL-RED*), with *EMERGENCY PREEMPTION* while a + preemption runs. The cooperative crossing has its own second line (see [The + cooperative crossing](#the-cooperative-crossing)). + +In a comparison each half has its own overlay, labeled *A ·* or *B ·*. In a corridor +it describes the focused intersection. + +#### 5. Bottom panel: signal timing + +Signal timing chart for +the first two minutes: NS Protected Left, then NS Through, then EW Through for a +minute, then NS Through again; the other stages unused + +The chart spans 3 minutes, the last three once the run is longer: + +* there is one row per stage, and the current stage's name is white; +* a bar runs from the start of a stage's green to the start of the next stage's green, + so it includes the stage's yellow and all-red; +* the colors only tell rows apart; +* the time axis has a tick every 30 s. + +In this window the predictive controller has used only three of its eight stages. +With flashing yellow arrows, lefts can also turn during the through stages by yielding +to oncoming traffic. §6.2 explains the split stages. + +Short notices appear to the right of the heading for 5 s: a live controller switch, +where a hand-spawned vehicle went or the result of saving weights. Without a signal the +chart says so, and the cooperative crossing has a chart of its own. + +#### 6. Right panel: measurements + +**Vehicle experience** (the key numbers) + +Vehicle experience: average +control delay 11.2 s, 95th percentile 33 s, level of service B, 1,049 veh/h, 0.40 stops +per vehicle, person delay 16.5 s, max delay 47 s, 94 g of CO₂ per vehicle and a 10.1 s +pedestrian wait + +| Number | Meaning | +|---|---| +| avg control delay | Mean delay of vehicles that have left, compared with free-flow travel (HCM control delay). Colored green to red | +| 95th percentile | The delay that 95% of vehicles stayed under | +| level of service | HCM grade A to F from the average delay. Signals: 10, 20, 35, 55 and 80 s. Stop control, roundabouts and the cooperative crossing: 10, 15, 25, 35 and 50 s | +| throughput | Vehicles per hour leaving the intersection | +| stops / vehicle | Mean number of times a vehicle came to a stop | +| person delay* | Delay per person, each vehicle weighted by its class's occupancy (§6.7). It **includes vehicles still queued**, so a controller can't look good by starving one approach. Benchmarks compare strategies by this number | +| max delay | The longest delay of any vehicle that has left | +| CO₂ / vehicle | CO₂ per vehicle in grams, estimated from fuel use | +| ped wait | Mean pedestrian wait before crossing | + +The small line below the table gives: + +* vehicles completed; +* vehicles in the network; +* vehicles waiting to enter because the entry is full; +* pedestrians present; +* pedestrian near misses per hour (a vehicle passing within about 1.5 s of a walking + pedestrian's path); +* safety overlaps, which should always be 0. + +*reset stats* measures from the current moment, for example after changing a setting. +It resets these numbers, the breakdowns and the comparison table; the charts, the +delay histogram and the intersection manager's counters keep their history. + +**Charts** + +Four charts over the first +two minutes: queues rising to 13 stopped and 44 vehicles in the network, delay of +recently finished vehicles rising to 14 s, throughput rising to 1,056 veh/h and a delay +histogram concentrated below 40 s + +* **Queues:** stopped vehicles (orange) and all vehicles in the network (blue). +* **Delay:** the average delay of vehicles that finished in the last 60 s. It rises and + falls with congestion. +* **Throughput:** a 5-minute rolling rate in vehicles per hour. +* **Delay distribution:** a histogram in 10 s bins, the last one being 120 s or more. + +The time axes are minutes since the start, and hovering over a chart reads out its +values. + +**Breakdowns** + +Average delay by +approach, by movement and by vehicle class; westbound lefts have the longest average +delay, 30.8 s + +* **Average delay by approach:** the number in parentheses is how many vehicles + finished on that approach. +* **Average delay by movement.** +* **By vehicle class:** count, delay and stops. + +In the app's bar charts green marks the best value, yellow a row the source wants to +highlight (such as a controller's choice) and other bars are blue. Histograms color each +bar by its value instead. In this example, westbound lefts wait longest. + +**Controller brain** (signals only) + +Every controller explains its current decision through `Controller::brain()` (§7.1). The +panel draws whatever the controller returns: a title, a bar per option and notes. It +knows nothing about any controller's internals, so a new controller gets a panel without +any change to the app. + +Controller brain +for the predictive controller: predicted person delay over 90 s for holding EW Through +and for switching to each other stage, with NS Through chosen, and the note plan: +switch now to NS Through + +**Predictive:** each bar is the predicted person delay over the next 90 s if the +controller holds the current stage or switches to the stage named. Lower is better, +and yellow is the chosen option. The note gives the plan, for example "hold ~15 s +more, then NS Through". The controller re-plans every second once it may switch, so +during a minimum green, which a pedestrian crossing can lengthen, the panel still +shows the evaluation that started the stage. Here that is the switch from EW Through +to NS Through. + +Controller brain for +Deep RL: Q-values for each action, NS Through highest at −11.4, with the notes +pretrained weights: 740 episodes (dqn_arterial4.json) and online learning off + +**Deep RL:** each bar is the network's Q-value for an action, the expected future +reward. Rewards are negative delay, so higher, closer to zero, is better. + +* Yellow marks the best action the safety shield allows, and *(shielded)* marks the + actions it has removed (§8.2). +* The notes say where the weights came from, here the shipped file, trained for 740 + episodes (§8.7), and whether online learning is on. + +Controller brain for +the Hybrid: the planner's predicted person delays with NS Through chosen, then notes on +the tuning in use, the base tuning of the 560-episode network and the three best tunings +by Q-value + +**Hybrid:** the planner's bars, plus notes on the tuning in use: + +* the tuning the network chose for the next 10 s; +* the network's training (here 560 episodes) and the layout's best static tuning, which + the network is measured against; +* the three tunings with the highest Q-values. + +On a layout whose shipped file has no network, the notes say that no network beat the +best static tuning, and name the tuning that runs (§8.7). + +**Other controllers** + +* **Fixed-time:** its cycle and each stage's green time, and its offset when + coordinated. +* **Actuated:** its status, the time since the last actuation against the passage time + and the stages with calls. +* **Max-pressure:** each stage's pressure, the queue upstream minus downstream. + +**Selected vehicle** + +Selected vehicle +#26, a car turning left southbound: stopped (desired 53 km/h), yielding right-of-way, +68.4 s of delay, 1 stop, 50.6 s stopped, 22 mL of fuel, 1.4 occupants, not detected, +yielding to #83 + +Click a vehicle on the canvas to see: + +* its number, class and movement; +* its speed against its desired speed; +* what it is doing, for example *yielding right-of-way*; +* its delay, stops, stopped time and fuel so far; +* its occupants; +* **seen by:** the sensor that reports it right now: camera, radar or *connected (V2I)*, + the vehicle's own vehicle-to-infrastructure messages. *not detected* means the + controller can't see it at this moment. Loops never appear here, because they don't + identify vehicles; +* **yielding to:** the vehicle it is waiting for. + +When the vehicle leaves the network the panel says *(left the network)* until another +is selected. + +**Benchmark** + +Benchmark +section: a short description and the Compare controllers and Sensor study buttons + +**Compare controllers** runs every strategy the layout allows, headless: all six +controllers and the layout's other control modes. **Sensor study** runs five +controllers (actuated, max-pressure, predictive, Deep RL and the Hybrid) with five +sensor packages each: + +* loops only; +* loops and a camera; +* loops, a camera and radar; +* all of those plus 30% connected vehicles; +* 100% connected vehicles alone. + +Each run uses three seeds, 500 to 502, with a 300 s warm-up and 20 measured minutes, at +the current demand and sensor settings. The runs are single intersections with the +default operations settings: a corridor and the *Operations* section don't carry over. +On the desktop they run on parallel threads; in the browser, one after another, a slice +in each frame. *Sensor study* needs a signal, so it is disabled on the roundabout. The +results open in a window, with a spinner and "running k/n" until they finish: + +Controller comparison +window for the arterial: person delay including unserved vehicles for the six +controllers and all-way stop, from 17.4 s for the Hybrid and the predictive controller +to 126 s for all-way stop, and a table of the other measures + +The bar chart shows each strategy's person delay, including unserved vehicles, in the +order of the list rather than ranked, with the best in green. The table gives the other +measures. *Hide results window* and *Show results window* toggle the window, and the +results stay until the next run. + +#### Comparing two strategies + +Compare side by side +checked, with a B row choosing Traffic signal and the Fixed controller + +*Compare side by side* adds a **B** row for the second strategy's control mode and +controller. Turning it on restarts both worlds from the same seed (§9.3). + +![Two strategies side by side](images/architecture/compare.png) + +The canvas splits in two: + +* A, the main settings, on the left, and B on the right; +* the same camera on both halves; +* separate status overlays, labeled *A · Predictive* and *B · Fixed*. + +The arrivals are identical, so any difference comes from the strategy alone. The right +panel adds a table: + +Side-by-side table: +the predictive controller has the lower person delay, average delay, 95th percentile +delay, stops, CO₂ and pedestrian wait, and the fixed-time controller the higher +throughput + +A value is green when it beats the other side by more than 3%. Every other panel +(charts, breakdowns, brain, timeline) still describes side A. + +#### Corridors + +With more than one signal, the canvas fits the whole corridor: + +![A three-signal corridor after 10 minutes](images/architecture/corridor.png) + +At this zoom vehicles are small; zoom in with the scroll wheel to inspect one +intersection. The panels start on the middle intersection, and the right panel gains +a selector and corridor totals: + +Corridor +measurements: intersection 2 of 3 selected, 68 main-road trips end to end with a +135 s travel time, 1.51 stops and 42 s of delay per trip, then the selected +intersection's measurements + +* **◀ / ▶** choose the focused intersection, numbered west to east. +* **Main-road trips end to end:** for vehicles that traveled the whole east–west road, + the number of trips, travel time, stops and delay per trip. +* The numbers below, the charts, the timeline and the brain describe only the focused + intersection. +* Settings changed in the left panel apply to every intersection, except the + controller, which changes only the focused one. Side B's controller applies to all + of B's intersections. + +#### The cooperative crossing + +The cooperative layout (§6.11) has no signals and no roadside sensors, so several +parts of the window change: + +![The cooperative crossing, with the parts that differ numbered](images/architecture/coop.png) + +| # | Region | What changes | +|---|---|---| +| 1 | Left panel | *Intersection manager* settings replace *Sensors* and *Operations* | +| 2 | Status overlay | The second line names the phase being served | +| 3 | Legend | The reservation markers | +| 4 | Bottom panel | Stop-line crossings by movement replace the signal timing | +| 5 | Right panel | The manager panel and safety monitors replace the controller brain | + +**Intersection manager settings** + +Intersection manager +settings: a description, Batches scheduling, the fail-safe gap policy, the gap at +40 km/h of 1.43 s for a car and 1.73 s for a truck or bus, a 100 s maximum cycle and +a 1.5 s batch join window + +* **Scheduling:** *Batches: each movement in turn*, or *First come, first served: one + at a time*. +* **Safety gap:** *Fail-safe: can stop for a stalled vehicle*, *Mitigated: can slow to + 25 km/h* or *Nominal: latency only (no failures)* (§6.11). The line below gives the + resulting gap at 40 km/h for a car and for a truck or bus. +* **max cycle** (40 to 200 s) and **batch join window** (0 to 5 s), grayed out under + first come, first served. + +Changes apply live, and a notice confirms a new scheduling or gap policy. Vehicles +keep the trajectories they were already granted. + +View section on the +cooperative crossing: reservation zones, paths, delay labels and night, all off + +*View* offers *reservation zones* instead of the sensors, detections and conflict +points, which don't apply here. + +**Canvas and status overlay** + +The scene adds the 43 m box with a dashed stop line on each approach, the slip lanes for +right turns, guide lines for the double left turns and stairs to the pedestrian +underpasses at the corners. §6.11 shows a close-up: + +* **A dot on each vehicle,** drawn from 2.2 pixels per meter: cyan when it has its + trajectory, amber while it waits for one. Right turns need none and get no dot. +* **Green lines** across the ends of the lanes whose movement is being admitted. +* **Reservation zones,** with that overlay on: red while a vehicle is in the zone, + amber when one is due within 3 s and faint otherwise. + +The status overlay's second line reads, for example, "Serving N–S: N_L + N_T · +158 vehicles scheduled", or under first come, first served "First come, first +served · 297 vehicles scheduled". "EMERGENCY VEHICLE FIRST" is added while an +emergency vehicle waits for its trajectory. + +**Stop-line crossings** + +Stop-line +crossings by movement: eight rows in ring order, phase bars in blue for throughs and +orange for lefts with a white tick per crossing, the ticks dimmer to the right of a +cyan now line + +The bottom panel shows the last 2.5 minutes and the next 30 s, which are already +scheduled: + +* one row per managed movement, in the manager's ring order, with the movements being + served in white; +* a dim bar per phase, from its first crossing to its last, blue for throughs and + orange for lefts; +* a tick for each vehicle crossing its stop line, dimmer for the crossings still to + come; +* a cyan line at *now*. + +**Intersection manager panel** + +Intersection +manager panel: serving southbound left and southbound through, 158 vehicles scheduled, +1,330 zone reservations, a 60 s average cycle, 5.0 s lost to switching per cycle, 19 +phases served, no emergency priority and the table of phases in service order + +Under batches the panel names the movements being served and gives: + +* vehicles scheduled and zone reservations held; +* the average cycle, and the time lost to switching per cycle; +* phases served and *emergency priority*: how many vehicles were served out of turn for + an emergency vehicle, counting those ahead of it in its lane; +* a table of the phases in service order, ring by ring, with each movement's measured + demand and current maximum phase, and *serving* beside the open ones. + +Under first come, first served it gives only vehicles scheduled, zone reservations +and emergency priority, with a note on why weaving one vehicle at a time costs +capacity. Either way it ends +with the reminder that right turns use the slip lanes and never enter the box. + +**Safety monitors** + +Safety monitors: the +closest crossing 1.19 s and a margin over the gap of +0.02 s; no zone overlaps, entries +without a slot or vehicles off their trajectories; a worst timing error of 10⁻¹³ s; then +a histogram of post-encroachment times + +These numbers come from `observe` (§6.11), which measures what the vehicles actually +did, independently of the plans: + +* **closest crossing (PET):** the shortest post-encroachment time; +* **margin over gap:** the smallest PET minus the gap the policy required, green + while it isn't negative; +* **zone overlaps**, **entries without slot** (crossings without a reservation) and + **off trajectory**, green at zero and red otherwise; +* **worst timing error:** the largest difference between planned and actual times. + +The histogram covers every crossing within 10 s, in 0.25 s bins, the last one +collecting 5.75 s or more. Bars run from red at 0 s to green at 2 s. It says "no +crossings yet" until there is one. + +**The selected vehicle** shows a *reservation* row instead of *seen by*: when the +vehicle will cross its stop line and how fast, that it is still waiting for one, or +that a right turn needs none. Its *doing* row can also read *slowing to meet its +reserved slot*, *waiting for a reservation* or *slowing to the crossing speed*. + +**Comparing** + +![Batches against first come, first served, side by side](images/architecture/coop-compare.png) + +On the cooperative crossing side B is chosen by a scheduling and a gap policy, and +the table compares, for example, batches against first come, first served under the +same fail-safe gaps. + +**Compare schedules** replaces *Compare controllers*, and *Sensor study* is hidden. It +runs batches under the three gap policies, and first come, first served under the +fail-safe one, with the current maximum cycle and join window: + +Scheduling and +gap policy comparison: batches with fail-safe, mitigated and nominal gaps at 27.5 to +30.1 s of person delay, and first come, first served at 347 s + +#### About + +About window: +Intersection Lab 0.5.1, its description, copyright, dual MIT and Apache 2.0 license, the +repository link and the start of the third-party license notices + +The About window shows: + +* the version; +* the copyright and license; +* a link to the repository; +* the full third-party license notices (`THIRD_PARTY_LICENSES.md`, built into the + program). + +The notices run to thousands of lines, so only the visible lines are laid out. + +#### How the app's design shows up in the window + +* **The sensors-only boundary is visible.** The *sensors* and *detections* overlays + and the *seen by* row show what a controller can know. A vehicle without a marker is + one the controller can't see. +* **Controllers explain themselves.** The brain panel draws whatever `brain()` returns, + so a new controller gets an explanation panel without any change to the app. +* **Fair comparisons by construction.** The twin reuses the app's seed and the + benchmarks their own three, so every strategy faces the same arrivals. +* **Safety is measured, not assumed.** On the cooperative crossing the monitors + measure what vehicles did, separately from what the manager planned. +* **The app changes little.** Apart from the settings, clicks that add traffic, + controller switches and the learning toggles, it only reads the simulation (§9.2). + +--- + +## 10. Entry points, studies and tests + +### 10.1 Entry points + +| File | Role | +|---|---| +| `src/main.rs` | **Native:** opens a 1600 × 1000 window (at least 1100 × 700) with the embedded icon and runs `gui::App`. Release builds on Windows use the GUI subsystem, so no console window appears. **Browser:** finds `` in `web/index.html`, starts `eframe::WebRunner` and replaces the loading message with the outcome | +| `src/lib.rs` | Declares the four modules. `scenario(kind, mode, ctrl, demand, sensors, seed) -> Sim` builds a headless simulation, and `run_scenario(sim, warmup, duration) -> (Summary, collisions)` runs it and summarizes everything after the warm-up. `bench` and the app's benchmarks use them; the browser's benchmark queue steps each `Sim` itself and calls `Stats::summary` the same way | +| `src/bin/bench.rs` | `bench [layout\|all] [minutes] [seeds] [demand-scale] [pattern]` prints a table per layout: every control strategy, averaged over seeds 1,000 and up after a 300 s warm-up, with delay, 95th percentile delay, throughput, stops, person delay including unserved vehicles, pedestrian wait, unserved vehicles and collisions. `bench sensors [minutes] [seeds]` runs the command-line sensor study: the app's five sensor packages (§9.4) and an ideal version of loops, camera and radar, then weather and faulty loops | +| `src/bin/train.rs` | Trains the Deep RL and Hybrid networks (§8.5) | + +### 10.2 Studies + +The examples are the studies behind `docs/insights.md` and +`docs/cooperative-intersections.md`, plus the icon renderer. Run one with +`cargo run --release --example -- [arguments]`. + +| Example | Study | Arguments | +|---|---|---| +| `cooperative` | Capacity of the cooperative crossing at rising demand: what it serves, the delay and what the safety monitors measured | gap policy (`p2`, `ph`, `p1`), left lanes (2 or 1), fleet (`mix` or `cars`), seconds, seeds, demand levels, arrivals, scheduling (`batches` or `fcfs`) | +| `corridor` | *n* signals along the main road: fixed-time without and with the green wave, the adaptive controllers with the upstream link and the predictive controller without it. Reports end-to-end trips and each intersection's person delay | layout, *n*, minutes, seeds, demand scale | +| `fya` | Left-turn phasing: flashing yellow arrow, protected-only or automatic, across demand levels | seeds | +| `lpi` | The leading pedestrian interval and the blank-out NO TURN ON RED sign: near misses and delay | seeds | +| `preempt` | Emergency vehicles, with and without preemption | none | +| `satflow` | Calibration: saturation flow and start-up lost time of a queued through lane, against the HCM base of 1,900 vehicles per hour per lane | none | +| `sweep` | Every layout × control mode × seed with `check_safety` on, reporting in-box overlaps. Signals run the four controllers that don't learn | seeds, demand scale, options | +| `make_icons` | Renders the application icon at every size the installers need (run by `packaging/icons/build.sh`) | output folder | + +### 10.3 Tests + +`cargo test` runs four integration test files and the unit tests in `sim/coop.rs`. CI +runs them in release mode on Linux, macOS and Windows (§11). + +| File | Tests | What they require | +|---|---:|---| +| `tests/safety.rs` | 4 | Every layout and control combination runs without collisions and serves at least 80% of arrivals at default volumes (65% under two-way stop and under all-way stop on the arterial, which are over capacity); different controllers receive identical arrivals; no gridlock in seeds that used to jam; no collision between a turn finishing late in the yellow and the next stage's traffic | +| `tests/cooperative.rs` | 14 | The cooperative crossing: no signals, sensors or crosswalks; its geometry and phase order; every gap policy safe under heavy demand, bursts, heavy vehicles and live switching; about 18,000 vehicles per hour served at the design demand, about 19,000 oversaturated and less with single left lanes or first come, first served; reproducible runs; light traffic barely delayed; emergency vehicles first; hand-placed vehicles crossing every way. Every run must show no monitor violations | +| `tests/pedestrian_rule.rs` | 4 | Deep RL's shield serves a crosswalk whose pedestrians have waited longer than `PED_MAX_WAIT`, longest wait first, and leaves shorter waits to the controller; the reward counts waiting pedestrians | +| `tests/weights_files.rs` | 4 | The shipped weights load, misshapen networks are rejected, a Hybrid without a fitting network keeps its base tuning and networks that overflow don't crash (§8.7) | +| `src/sim/coop.rs` | 4 | Approach profiles arrive on time and at speed, a short run-up enters slower but on time, the gap policies give the gaps in §6.11 and the following law holds its time gap | + +The `weights` fuzz target (`fuzz/`, a workspace of its own) feeds arbitrary bytes to +both weights loaders. A network they accept must survive a training step, 20 s of +simulation and `brain()`. + +--- + +## 11. Build, CI and release + +Seven GitHub Actions workflows build, check and release the program. Every action is +pinned to a commit, checkouts keep no credentials and workflows have read-only +permissions unless a job needs more. + +```mermaid +flowchart TB + PR["Pull request"] + CI["Checks
CI, CodeQL and DCO;
10 are required"] + FZ["Fuzz (weights), 60 s:
reported, not required"] + M["Merge to main
branch up to date"] + PG["Pages: the browser
build, deployed"] + SC["Scorecard
also weekly"] + T["Tag vx.y.z"] + R["Release: check the
version and licenses;
build, sign and package
for macOS, Windows and
Linux; draft release"] + P["Publish the release
by hand"] + C["publish-crate
cargo publish to
crates.io"] + PR --> CI --> M --> T --> R --> P --> C + PR -.-> FZ + M --> PG + M --> SC + classDef ui fill:#fff3e0,stroke:#c05621,color:#3b1d06 + classDef data fill:#f1f3f5,stroke:#5f6b7a,color:#1f2933 + classDef safe fill:#fdecec,stroke:#c53030,color:#4a0f0f + class PR,M,T,P ui + class CI,FZ safe + class PG,SC,R,C data +``` + +The 10 checks that must pass before anything merges to `main`, with the branch up to +date: + +| Check | Workflow | What it does | +|---|---|---| +| Test (ubuntu-22.04), Test (macos-15), Test (windows-latest) | `ci.yml` | `cargo build --locked --release --all-targets`, then `cargo test --locked --release` | +| Web (wasm32) | `ci.yml` | Builds the app for `wasm32-unknown-unknown` | +| Clippy | `ci.yml` | `cargo clippy` with warnings as errors, for the native targets and the browser app | +| Crate package | `ci.yml` | `cargo package --locked`, which builds the crate from the files crates.io would get | +| Licenses and advisories | `ci.yml` | `cargo deny check` (licenses, advisories, bans and sources), and that `THIRD_PARTY_LICENSES.md` is up to date | +| Analyze (rust), Analyze (actions) | `codeql.yml` | CodeQL on the Rust code and on the workflows; also every Monday | +| DCO | `dco.yml` | Every commit is signed off by its author | + +* **Fuzz (weights)** in `ci.yml` runs the fuzz target for 60 s from its seeds on the + nightly toolchain, and uploads any crash. It isn't required. +* **`pages.yml`** builds the browser version with Trunk on every push to `main` and + deploys it to GitHub Pages. +* **`release.yml`** runs on a `v*` tag, or by hand to build unsigned packages: + 1. it checks that the tag matches the version in `Cargo.toml`, and the licenses and + attributions; + 2. it builds, signs and packages for every platform (below); + 3. it drafts a GitHub release with the packages, a `SHA256SUMS.txt` and build + provenance attestations, with notes generated from the merged pull requests. +* **`publish-crate.yml`** runs when the release is published: it checks the tag + against the version and runs `cargo publish` through crates.io's Trusted Publishing. +* **`scorecard.yml`** runs the OpenSSF Scorecard on every push to `main`, every Monday + and when branch protection changes. +* **Dependabot** proposes updates to the actions and the Cargo dependencies weekly. + +| Platform | Packages | Built by | Signing | +|---|---|---|---| +| macOS | A universal (Apple silicon and Intel) `.dmg` | `packaging/macos/package.sh` | Developer ID, notarized and stapled | +| Windows | `.msi` and `.zip`, for x64 and arm64 | `packaging/windows/package.ps1` and WiX | Azure Artifact Signing, for the `.exe` and the `.msi` | +| Linux | `.deb`, `.rpm` and `.tar.gz`, for x86_64 and aarch64 | `packaging/linux/package.sh`, cargo-deb and cargo-generate-rpm | None | + +Signing happens only on tags, in the `release` environment, which holds the +credentials. `packaging/licenses.sh` writes `THIRD_PARTY_LICENSES.md` with cargo-about. +The file includes the app's version, so every release regenerates it, and CI fails +while it is out of date. + +--- + +## 12. Design principles + +1. **Ground truth stays in `sim`, and signal decisions use sensors.** Controllers + receive a `Ctx` of immutable references. They can't change the simulation, and they + see vehicles only through `SensorView` (§2.2). The one exception is + `reward_delay`, the true person delay, which only the learning controllers read, + and only as their training reward. The cooperative crossing's manager, part of + `sim`, works from what its connected vehicles report about themselves. This rule + makes the sensor studies fair, and makes it safe to plug in a learned policy. + +2. **Safety is enforced where the physics is, not in controllers.** + * Clearance intervals, minimum greens and pedestrian intervals live in + `SignalState`. + * Collision avoidance lives in the vehicles' `decide`. + * Emergency preemption and the max-wait guard live in `Sim::control_signal`. + + A bad controller can make traffic slow, but it can't make it unsafe. Deep RL's shield + and the Hybrid's "the planner decides" design are a second layer, so that learned + policies stay sensible as well as safe. On the cooperative crossing the manager's + reservations keep vehicles apart, and monitors that measure what vehicles actually + did check them. + +3. **Layouts are data.** A signalized layout is a few lines of `LegDef` and `StageDef` + in `Network::build`; the roundabout and the cooperative crossing have builders of + their own. Lanes, connectors, conflict points and zones are all derived. + Controllers are written against movements and stages, never against a particular + layout, so all six work on every signalized layout. + +4. **Expensive work is precomputed.** + * Conflict points and zones are computed once per network. + * `Path` is resampled for O(1) lookups. + * Free-flow times are cached. + * Per-step buffers (`arrivals_buf`, `vstat`, the `threats` scratch buffer) are + reused, not reallocated. + * The static scene is drawn from a cached mesh. + +5. **Determinism is a feature.** With in-house random number streams, hash-based + sensor noise and a fixed step order, a seed reproduces a run exactly on a given + platform (§6.9). This is what makes the side-by-side comparisons, the regression + seeds in the tests and repeatable benchmarks possible. + +6. **One measurement path.** Every front end gets its numbers from `Stats::summary`, + often through `lib::run_scenario`: the app, `bench`, the examples and training + can't disagree about what "delay" means. A corridor's end-to-end trips come from + `World::corridor_summary`, and the cooperative crossing's safety numbers from its + monitors. + +7. **The front end is thin.** `gui` holds UI state and draws. It never adds + simulation behavior: everything the app can do, a headless program can do through + the same public `Sim` and `World` API. + +8. **Platform code is at the edges.** Only `main.rs`, two app files, the weights + folder lookup and `Cargo.toml` differ between platforms (§3). The simulation, + controllers and learning code compile unchanged for every target. + +--- + +## 13. Extending the program + +### 13.1 Add a signal controller + +1. Create `src/control/.rs` with a struct that implements `Controller` (which + requires `Send`), and declare it with `pub mod ;` in `control/mod.rs`. Base its + decisions on the sensors' view, the signal, the network and the design demand in + `Ctx`; `reward_delay` is only for a learning reward. +2. Add a `CtrlKind` variant to the enum and to `CtrlKind::ALL`, an array whose length + changes with it, with its `name`, `short`, `description` and `adaptive` entries, and + a line in `make()`. An adaptive controller gets the max-wait guard (§7.2). +3. Optionally implement `brain()` so the app can explain its decisions (§9.4). +4. It then appears in the app, *Compare controllers*, `bench` and the safety tests, + which iterate over `CtrlKind::ALL`. The sensor studies, in `bin/bench.rs` and the + app's `start_bench`, and the `corridor`, `fya`, `lpi` and `sweep` examples list + their controllers, so add it there to include it. + +### 13.2 Add a layout + +1. Add a `LayoutKind` variant with its `name` and `key`, to `LayoutKind::ALL` and to + `signalized()`. +2. Build its network: for a signal layout, a match arm in `Network::build` with the + legs, `StageDef`s and `fixed_sequence`; otherwise a builder of its own, and an arm + in `Scene::build` to draw it. +3. Add its control modes to `ControlMode::options` and its default volumes to + `DemandConfig::default_for`. +4. To ship trained controllers for a signal layout, run `train `, add the two JSON + files to `EMBEDDED` in `control/weights.rs` and add the layout to the list in + `tests/weights_files.rs`. + +### 13.3 Add a sensor + +1. Add its configuration to `SensorConfig` and its controls to the app's *Sensors* + section. +2. Model its coverage and errors in `sense()`, including the weather and the + field-realistic errors, and feed the per-vehicle fusion step, so controllers get it + automatically through `MoveObs`. A sensor that identifies vehicles also needs a + `Source`, a marker in `paint_detections` and a name in the selected-vehicle panel. +3. Add it to the sensor studies in `bin/bench.rs` and the app's `start_bench`. + +--- + +## Appendix A. How the screenshots were made + +The app's own scripted-screenshot settings made every screenshot in this document, so +they can be made again after the app changes. At startup `App::with_env` reads these +environment variables. They work only in the desktop app, which can read the +environment and write files: + +| Variable | Effect | +|---|---| +| `TS_LAYOUT` | The layout, by key: `arterial4` (the default), `majorminor4`, `town4`, `tee`, `roundabout` or `cooperative` | +| `TS_MODE` | The control mode: `allway`, `twoway`, `roundabout` or `cooperative`; anything else is a signal | +| `TS_CTRL` | The controller, by short name, for example `Fixed`, `Predictive`, `DeepRL` or `Hybrid` | +| `TS_POLICY`, `TS_SCHED` | The cooperative crossing's gap policy (`p2`, `ph` or `p1`) and scheduling (`fcfs`) | +| `TS_TWIN` | Turns on the comparison, with side B given by a controller, `allway`, `twoway`, a gap policy or `fcfs` | +| `TS_CORRIDOR`, `TS_WAVE` | The number of signals and the green wave | +| `TS_SPEED`, `TS_ZOOM` | The speed and a zoom factor applied to the fitted view | +| `TS_COLOR`, `TS_NIGHT`, `TS_OVERLAYS` | Color by (`delay`, `turn` or `speed`), night and the overlays to show, comma-separated: `sensors`, `detections`, `conflicts`, `paths`, `labels` | +| `TS_COND`, `TS_LOOP_FAULT` | The weather condition and the share of faulty loops | +| `TS_SELECT` | A vehicle to select, by number | +| `TS_ABOUT`, `TS_BENCH` | Open the About window, or start a benchmark (`controllers` or `sensors`) | +| `TS_SCROLL`, `TS_SCROLL_LEFT` | Hold the right or left panel at a scroll offset in points | +| `TS_SHOT`, `TS_SHOT_AFTER` | Where to write the PNG, and at what simulated time (120 s by default) | + +With `TS_SHOT` set, the clock stops at `TS_SHOT_AFTER`, so every capture of the same run +shows the same moment. 600 ms later, once the panels have refreshed, the app asks eframe +for a screenshot, writes it with `shot.rs` and exits. For example, the close-up of the +selected vehicle on the canvas (`selected-canvas`) came from: + +```bash +TS_SPEED=20 TS_SHOT_AFTER=120 TS_SELECT=26 TS_SCROLL=700 TS_SHOT=shot.png \ + ./target/release/intersection-lab +``` + +Every capture used `TS_SPEED=20` and `TS_SHOT_AFTER=120` unless listed otherwise: + +| Images | Settings | +|---|---| +| `overview`, `topbar-run`, `topbar-spawn`, `scenario`, `demand`, `timeline`, `kpis`, `charts` | none | +| `sensors`, `operations`, `view` | `TS_SCROLL_LEFT=570` | +| `breakdowns`, `brain-predictive`, `selected-canvas` | `TS_SELECT=26 TS_SCROLL=700` | +| `selected-vehicle`, `benchmark-buttons` | `TS_SELECT=26 TS_SCROLL=1000` | +| `brain-rl`, `brain-hybrid` | `TS_CTRL=DeepRL` or `Hybrid`, `TS_SCROLL=700` | +| `rl-panel`, `hybrid-panel` | `TS_CTRL=DeepRL` or `Hybrid`, `TS_SCROLL_LEFT=560` | +| `overlays-canvas` | `TS_OVERLAYS=conflicts,paths,labels TS_COLOR=delay TS_ZOOM=2.2` | +| `night-canvas` | `TS_NIGHT=1 TS_ZOOM=1.8` | +| `compare`, `compare-left`, `compare-table` | `TS_TWIN=Fixed` | +| `corridor`, `corridor-scenario`, `corridor-kpis` | `TS_CORRIDOR=3 TS_SHOT_AFTER=600` | +| `bench-window` | `TS_BENCH=controllers TS_SPEED=1 TS_SHOT_AFTER=20` | +| `about-window` | `TS_ABOUT=1` | +| `coop`, `coop-manager`, `coop-view`, `coop-crossings` | `TS_LAYOUT=cooperative` | +| `coop-manager-panel`, `coop-safety` | `TS_LAYOUT=cooperative TS_SCROLL=900` | +| `coop-zoom` | `TS_LAYOUT=cooperative TS_OVERLAYS=conflicts,paths TS_ZOOM=2.2` | +| `coop-compare` | `TS_LAYOUT=cooperative TS_TWIN=fcfs` | +| `coop-bench-window` | `TS_LAYOUT=cooperative TS_BENCH=controllers TS_SPEED=1 TS_SHOT_AFTER=150` | +| `layouts` | `TS_LAYOUT` set to each layout's key | + +A few things to know when making new ones: + +* **Resolution:** on a Retina display a 1600 × 1000 window is captured at 3200 × 2000 + pixels. The crops keep that resolution and are shown at half size, and the + whole-window images are scaled to 1600 pixels wide. +* **Benchmarks:** nothing waits for one to finish, so give it time with a slow speed + and a late `TS_SHOT_AFTER`. +* **Scroll offsets** past the end of a panel leave it blank; find the right value by + trying. +* **Selected vehicles:** vehicle numbers depend on the seed and settings, so find one + in a trial run. +* **Not scriptable:** an open dropdown, an expanded section, a hand-spawned or + emergency vehicle, online learning and a paused clock. +* **Hand-made parts:** the numbered callouts on `overview` and `coop` and the grid of + `layouts` were drawn over the captures afterward. The three SVG figures in §6 + (`arterial-approach`, `demand-patterns`, `coop-zone-timing`) were drawn from the + dimensions and formulas in the code, not captured. diff --git a/docs/images/architecture/about-window.png b/docs/images/architecture/about-window.png new file mode 100644 index 0000000000000000000000000000000000000000..53f70e0d542a042bd396b98216f9fad567bbc42d GIT binary patch literal 250058 zcmeFZby!qe*fy?+fHX)*iGY-pG?EIUbcn(*v~)K^kASp*bhivB9YYO`bV@hUJqSp{ z@Y@_c?|0to9KSz*e|^_A1DidYz1BSIS^t^$(krC-gpEYW8JtJXnq6z`V!zx3A}II zxRr79#x3CY&Fga+Xn%i-K9X_ke~!V|7t-%=Oy0Qh^oH#7XRlpvZl_|-khaxaVGbmDi99qyLP)KGLa?z| z+O9m;>INDdkG9jw*R1R6F7AtSAxvGSyiHwPRwqqOgz+Y!+jGX3u)E4mTrB^e)(8N%e)Xi=1}i`xG$kD2Xpbh*y~6do4kpmSM~4@eHi3JyO+_I zEI4quJvrn_)d{da!}eO8IrXX>@aGZYL3m93u+YNudx{i$o;?l>X8WqVY=BvX$L zdWZF=*K6j%nvU*Qd2e2R%KvXe0|PK9li|3=ncBkT^62BAZUmeM?&X%lspCuFauV}@ zzpO?rH_AVW#A5W>#+N^K?P*5&x2WVv~YBYZudqN*~tWL?o z``~@HKm315%iWKX*8at4Xn%A;0-xB;J@&@`v0Fcl=a1$h(}6VP;kX{;E|UTw@%2c8 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index 0000000..7476346 --- /dev/null +++ b/docs/images/architecture/arterial-approach.svg @@ -0,0 +1,154 @@ + + +One approach of the arterial, to scale +The east leg, looking down with north up. Traffic on this approach drives west, toward the intersection on the left. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +← lane 0: left turns (bay) +← lane 1: through +← lane 2: through and right +receiving lane → +receiving lane → + +box +north–south +road + + +crosswalk 13.5 m + + +stop line 16.5 m + + +stop-bar loops, last 9 m + + +advance loops 71.5 m (55 m before the line) + + +bay opens 91.5 m (75 m bay) + + +taper (drawn only) + + +0 + +10 + +20 + +30 + +40 + +50 + +60 + +70 + +80 + +90 + +100 + +110 + +120 +meters from the center of the intersection +Lengths and ranges: bars start at the stop line, 16.5 m from the center +Approach lanes + +start 260 m out +Exit lanes + +end 160 m out +Left-turn bay + +75 m +Camera + +80 m +Radar + +250 m +Emergency vehicles + +300 m + + +0 + +40 + +80 + +120 + +160 + +200 + +240 + +280 + +320 + +plan above + diff --git a/docs/images/architecture/bench-window.png 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