Solving Plane Fracture Mechanics Problems Using Physics-Informed Neural Networks (PINNs)
Physics-Informed Neural Networks (PINNs) is a numerical simulation method that combines neural networks with material constitutive models (PDEs). PINNs can be used to solve fracture mechanics problems without the need for discretizing the mesh. When using PINNs to solve fracture mechanics problems, it is usually necessary to embed the physical equations and initial/boundary conditions as … Read more