Earlier and exploratory work — simulation, controls, FEA, and the occasional spaghetti bridge.
NMPC + Gaussian Process augmentation captures nonlinear dynamics for precise trajectory tracking in MATLAB/Simulink.
100% area coverage across all grid sizes — 30% less redundancy vs. random placement over 20k RL episodes.
Transfer function estimated to under 5% error — PID-tuned in Simulink/Simscape with FFT noise analysis.
5800+ element mesh, crack propagation modeling, and ANSYS static validation at 750 psi.
Reynolds-dependent drag model with parametric sensitivity analysis — optimized for real river deployment conditions.
Arduino-based 4-week self-experiment — photoresistor + LCD monitors nighttime light exposure vs. resting heart rate.
AutoCAD-designed prototype — the original engineering project. Beam mechanics, weight capacity, and teamwork.