Heat transfer is the physical act of thermal energy being exchanged between two systems by dissipating heat. Temperature and the flow of heat are the basic principles of heat transfer. The amount of ...

This project applies Physics-informed Neural Networks (PINNs) to simulate heat propagation, comparing it with the traditional finite difference method. It demonstrates PINNs' capability in solving the ...

Abstract: In the present work, a numerical investigation has been executed for airflow behavior and heat transfer in steady state for three-dimensional flow through horizontal and vertical pipes with ...

College of Materials and Environmental Engineering, Hangzhou Dianzi University, Hangzhou 310018, China ...