Simulation

Physics-Informed Neural Network (PINN) for Cryosurgery Simulations
PINN to solve the nonlinear PDE governing temperature distribution during cryosurgery simulations.
Domain: Scientific ML, Physics-Informed ML, Biomedical Simulation | Tech: Python, PyTorch, NumPy, Pandas, Matplotlib
Code
Physics-Informed Neural Network (PINN) for Cryosurgery Simulations
A 3D Simulator of the Patellar Reflex and Demyelination Effects
Built a simulator that studies the effect of demyelination on neuronal signal propagation using the Hodgkin-Huxley model and 3D visualization using Unity. The project focuses on visualizing the knee jerk reflex. The simulation captures the delayed signal transmission weaker reflex caused by demyelination.
Domain: Computational Neuroscience, Simulation | Tech: Unity (C#) | Python, SciPy, NumPy
Code Demo Video Download
A 3D Simulator of the Patellar Reflex and Demyelination Effects