About Physics-Informed Neural Networks to solve the heat diffusion equation ...

Solving the combined field integral equation (CFIE) for the large-scale scattering problem is computationally expensive. In this letter, we investigate the feasibility of applying deep learning to ...

Hence, the design of optimal (open-loop) control strategies for heat conduction problems is an active research field. Flatness-based control is a popular open-loop control approach to steer parabolic ...