Physics Guided RNNs for Modeling Dynamical Systems: A Case Study in
Simulating Lake Temperature Profiles

Physics Guided RNNs for Modeling Dynamical Systems: A Case Study in Simulating Lake Temperature Profiles

31 October 2018

Anuj Karpatne

Jacob Aaron Zwart

Papers citing "Physics Guided RNNs for Modeling Dynamical Systems: A Case Study in Simulating Lake Temperature Profiles"

4 / 4 papers shown

Title
Towards Physics-Guided Foundation Models Majid Farhadloo Arun Sharma Mingzhou Yang B. Jayaprakash W. Northrop Shashi Shekhar AI4CE 54 0 0 20 Feb 2025
Physics-guided Neural Networks (PGNN): An Application in Lake Temperature Modeling Arka Daw Anuj Karpatne William Watkins J. Read Vipin Kumar PINN 30 528 0 31 Oct 2017
Theory-guided Data Science: A New Paradigm for Scientific Discovery from Data Anuj Karpatne G. Atluri James H. Faghmous M. Steinbach A. Banerjee A. Ganguly Shashi Shekhar N. Samatova Vipin Kumar AI4CE 41 978 0 27 Dec 2016
Label-Free Supervision of Neural Networks with Physics and Domain Knowledge Russell Stewart Stefano Ermon 55 343 0 18 Sep 2016