Physics-Guided Neural Networks (PGNN): An Application in Lake Temperature Modeling
Physics-Guided Neural Networks (PGNN): An Application in Lake Temperature Modeling
This paper introduces a framework for combining scientific knowledge of physicsbased models with neural networks to advance scientific discovery.This framework, termed physics-guided neural networks (PGNN), leverages the output of physicsbased model simulations along with observational features in a hybrid modeling setup to generate predictions using a neural network architecture.Further, this …