Tag: Physics-Informed Neural Networks

  • Multi-scale simulation with physics-informed neural networks

    Multi-scale simulation with physics-informed neural networks

    Overview Physics-informed neural networks (PINNs) have emerged as a promising tool for solving differential equations. They have been applied to many scientific problems and a large number of approaches extending their capabilities have been proposed. PINNs work by using a neural network to directly approximate the solution and training it to satisfy the differential equation.…