2 papers
cs.LG2024
Up-sampling-only and Adaptive Mesh-based GNN for Simulating Physical Systems
Fu Lin, Jiasheng Shi, Shijie Luo +3
Traditional simulation of complex mechanical systems relies on numerical solvers of Partial Differential Equations (PDEs), e.g., using the Finite Element Method (FEM). The FEM solv…
cs.LG2024
Learning-Based Finite Element Methods Modeling for Complex Mechanical Systems
Jiasheng Shi, Fu Lin, Weixiong Rao
Complex mechanic systems simulation is important in many real-world applications. The de-facto numeric solver using Finite Element Method (FEM) suffers from computationally intensi…