Deep Learning-Based Forward Modeling and Inversion Techniques for Computational Physics Problems

1Deep Learning Framework and Paradigm in Computational Physics

DOI: 10.1201/9781003397830-1

Computational physics is a new subject that uses computers to numerically simulate physical processes. The application of computational physics is usually fairly extensive and permeates all fields of physics. The research process of computational physics mainly includes modeling, simulation, and computing. Among them, modeling means the process of abstracting physical processes into mathematical models. Simulation refers to the expression and exploration of physical laws, also known as computer experiments. Computing is the procedure of numerical research and analysis of theoretical problems using computers. Traditional computational physics includes ...