Embedding Linear Equality Constraints in Probabilistic Neural Networks for Dynamic Modelling

Matthew Marsh, Benoit Chachuat, Antonio del Rio Chanona

Machine learning models are increasingly used to model chemical process systems, yet they often lack principled uncertainty quantification and mechanisms to enforce physical constr…