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ANHOYA/README.md

Hi there, I'm Sangho An ๐Ÿ‘‹

Undergraduate Researcher in Robot Learning ยท Electrical Engineering @ Hanyang University

Start Fearlessly. Build Steadily. Finish Fully.

Website Email LinkedIn Blog Tistory


๐Ÿ“Œ About Me

  • ๐ŸŽ“ Education: B.S. in Electrical Engineering, Hanyang University (expected Feb 2027) ยท GPA 4.32/4.5 ยท cumulative rank 2/75
  • ๐Ÿ”ฌ Affiliation: Undergraduate Researcher @ COLAB (Control & Optimization Lab)
  • ๐Ÿ”ญ Research Focus: Policy learning for robotic manipulation: Diffusion Policy, World Models, VLA, Imitation & Reinforcement Learning

โณ Now

  • ๐ŸŽค Presenting our ICCAS 2026 paper in an oral session (Oct 28, 2026)
  • ๐Ÿญ Team WIC at KETI's 2026 Robot Manufacturing-Process Competition (selected): a GR00T VLA teacher distilled into a lightweight student policy for bin-picking assembly on a Rainbow RB10

๐Ÿ“ Research & Publications

  • Enhancing Visuomotor Manipulation Control with a Predictive-Dynamics-Aware World-Model-Conditioned Diffusion Policy
    • Sangho Anโ€ , Geunha Kimโ€ , Jun Moon* (โ€ equal contribution) ยท ICCAS 2026, accepted for oral presentation
    • Conditioned Diffusion Policy on a lightweight GRU world-model latent: real-robot pick-and-place success 45.0% โ†’ 72.5% on a Franka Panda, with no extra training data
    • ๐ŸŒ Project page | ๐Ÿ“บ Experiment video

๐Ÿš€ Key Projects

๐Ÿค– Robotics & Control

  • GR00T VLA Teacherโ€“Student Policy for Bin-Picking Assembly (in progress)

    • KETI 2026 Robot Manufacturing-Process Competition: pick randomly piled peg-in-hole parts and insert them into a fixture.
    • Proposed the GR00T teacherโ€“student architecture; responsible for training, code verification, and data collection.
    • NVIDIA GR00T Isaac Sim Isaac Lab Rainbow RB10 RealSense D415
    • ๐ŸŒ Project page
  • MACS: Magnetic AGV Contactless-charging System

    • ๐Ÿ† 2nd of 13 teams, Energy Up! 2026 ยท ๐Ÿ† President of KEEA Award (4th of 35), 2026 KIPE IE Competition
    • Waypoint-based dynamic wireless charging for indoor logistics AGVs (82โ€“85 kHz WPT); 79.96% end-to-end efficiency at 5 mm aligned gap, up to 85.72%.
    • WPT ROS Raspberry Pi Arduino Fusion 360
    • ๐ŸŒ Project page
  • MATLAB Simulink Student Challenge 2025: Efficient Fault Recovery

    • DDPG controller with curriculum learning for quadruped actuator fault recovery: 4.6ร— faster training (3,900 โ†’ 850 episodes).
    • MATLAB Simulink Simscape Multibody RL
    • ๐ŸŒ Project page | ๐Ÿ“บ YouTube

๐ŸŒ Products & Tools

  • EIGENROOM: an interactive control-engineering lab. Tune PID, LQR, and Kalman filters on a DC motor and cart-pole in the browser and see why systems respond as they do.
  • Industrial Manufacturing AI Agent ยท ๐Ÿ† Excellence Award, Hyundai NGV ร— Hanyang University
    • Vision-LLM agent that classifies semiconductor defects and explains each decision; OpenCV edge detection for fine defects.
    • LangChain OpenCV FastAPI React GPT-4o-mini ยท ๐Ÿ’ป GitHub
  • Small web tools: MEOW PDF Merger (merge one-sided scans into a double-sided PDF), EXIF Framer, Notion2Blogger
    • Next.js TypeScript Python Vercel Supabase

๐Ÿ› ๏ธ Technical Skills

Category Technologies & Tools
Languages Python, TypeScript, MATLAB
Robot Learning & Simulation Isaac Sim, MuJoCo, Simulink, PSIM, Fusion 360
Robots & Embedded Franka Panda, Doosan A0509, Raspberry Pi, ESP32, Arduino
Web & Tools React, FastAPI, Git, LaTeX, Vercel, Supabase, Linux (Ubuntu)

๐Ÿ“š Writing

  • ๐Ÿ“ eigenroom.com/blog: English series such as Diffusion from Zero and Coding in the Age of AI
  • ๐Ÿ‡ฐ๐Ÿ‡ท anhoya-lab.tistory.com: the Korean originals, plus paper readings on RL, robotics, and control
  • ๐Ÿ’ป Problem solving: Baekjoon Silver I

Pinned Loading

  1. SO-ARM101_CAM_holder_38X38mm SO-ARM101_CAM_holder_38X38mm Public

    3D-printable mounts for 38ร—38 mm IMX307 camera modules: an SO-ARM101 wrist holder and a 1/4-20 tripod mount. Fits a 34ร—34 mm hole pattern.

  2. Intermediate_Industrial_AI_Agent_NGV_HYU Intermediate_Industrial_AI_Agent_NGV_HYU Public

    ํ•œ์–‘๋Œ€ X ํ˜„๋Œ€์—”์ง€๋น„ ์‚ฐ์—…์ฒด ์ œ์กฐ ํ™˜๊ฒฝ ๊ธฐ๋ฐ˜ ๋ฌธ์ œํ•ด๊ฒฐ AI Agent ํ•ด์ปคํ†ค

    TypeScript

  3. MEOW-PDF-MERGER-WEB MEOW-PDF-MERGER-WEB Public

    MEOW PDF MERGER-WEB is a convenient PDF merge tool for users of scanners that only support single-sided scanning (ADF).

    HTML

  4. eigenroom_public eigenroom_public Public

    EIGENROOM is an interactive control engineering lab where you tune controllers, test disturbances, and discover why systems respond as they do.

  5. 3DGS_HYU_AI_bootcamp 3DGS_HYU_AI_bootcamp Public

    Python

  6. ANHOYA ANHOYA Public

    Papa of Yeondoo and Lizz