From a raw optical-sensor signal to interpretable physics: signal processing, system identification (SINDy/HAVOK/PINN) and Euler-Bernoulli beam modeling.
Euler–Bernoulli flapping-beam simulation with RK4 time integration and solar-power proxy based on surface orientation dynamics.
(Surrogate Cantilever)A PINN model built with DeepXDE and PyTorch to solve the Euler-Bernoulli cantilever beam equation. Features analytical solution comparisons and an interactive frontend visualization.
Formal proofs in analog spline theory: Shipwright's Theorem, Galois Connection
Solving 1D beam, 2D plate, and 3D solid mechanics problems using Physics-Informed Neural Networks (PINNs) with DeepXDE and TensorFlow. Results validated against ANSYS Mechanical 2025 R1. 2nd sem project
Calibration-free structural robustness index (R_S) from the Shannon entropy of strain energy, for planar steel frames and trusses under the alternate-load-path (member-removal) method. Verified Python finite-element solver with a progressive-collapse criteria comparison.
Educational Python simulation game where naval architecture students learn longitudinal ship strength by distributing cargo and ballast. Calculates shear forces, bending moments, and bending stresses with an Euler-Bernoulli beam engine. Includes traffic-light alerts, multiple sea states, and historical maritime accident case studies.
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