Solve steady-state 2D heat transfer problems. Conduction and convection problems are addressed. Utilizes the heat diffusion equation, a special case of the partial differential equation of the ...

Based on the new concept of thermal mass which refers to the equivalent mass of the thermal energy in an object according to Einstein's mass-energy relation, the kinetic energy and potential energy of ...

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 ...

pinn-2d-heat-equation Physics Informed Neural Network predicting temperature on a surface with Dirichlet boundary conditions. PINNs are neural networks trained not only on data but also to satisfy ...

A simple chalkboard sum has tripped up thousands - and the right answer depends on remembering one classroom rule you probably haven't used since middle school.