GitHub

Physics-Informed Neural Network (PINN) for Simply Supported Beam

This project presents a comparative study of beam deflection analysis using three methods: an Analytical Solution via direct integration, the Finite Element Method (FEM), and a Physics-Informed Neural ...
IEEE

A Riccati Matrix Equation Solver Design Based Neurodynamics Method and Its Application

Abstract: Riccati matrix equation (RME), a critical nonlinear matrix equation in autonomous driving and deep learning. However, memory-compute separation in traditional solving systems leads to ...
IEEE

Differential Equation-Informed Neural Networks for State-of-Charge Estimation

Abstract: State-of-charge (SOC) estimation is crucial for improving the safety, reliability, and performance of the battery. Neural networks-based methods for battery SOC estimation have received ...
GitHub

1D Finite Element Method (FEM) Solver - Euler Equations - 1D Sod Shock Tube Problem

This project employs a one-dimensional Finite Element Method (FEM) solver in Python. It uses the Galerkin method with 1D Lagrange basis functions and 2nd order Gaussian Quadrature for numerical ...