Energy-based PINNs for solving coupled field problems: concepts and application to the multi-objective optimal design of an induction heater

Marco Baldan, Paolo Di Barba

Physics-informed neural networks (PINNs) are neural networks (NNs) that directly encode model equations, like Partial Differential Equations (PDEs), in the network itself. While mo…