Physics-Informed Neural Networks for Dynamic Process Operations with Limited Physical Knowledge and Data

Mehmet Velioglu, Song Zhai, Sophia Rupprecht +3

In chemical engineering, process data are expensive to acquire, and complex phenomena are difficult to fully model. We explore the use of physics-informed neural networks (PINNs) f…