Physics-informed deep learning cascade loss model

Learning representations by back-propagating errors

David E. Rumelhart, Geoffrey E. Hinton, Ronald J. Williams · Nature · 1986 · 30.9K citations

Computing, Computer Science, Knowledge Representation +11

Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations

Maziar Raissi, Paris Perdikaris, George Em Karniadakis · Journal of Computational Physics · 2018 · 16.9K citations · Full text

Natural Sciences, Computer Science, Physics +16

Beyond Regression : "New Tools for Prediction and Analysis in the Behavioral Sciences

Paul J. Werbos · Medical Entomology and Zoology · 1974 · 2.8K citations

Public Health, Behavioral Sciences, Psychology +14

Proceedings of ASME Turbo Expo 2014

Akilu Yunusa‐Kaltungo · Research Explorer (The University of Manchester) · 2014 · 1.2K citations

Engineering, Aerospace Engineering, Mechanical Engineering +2

Physics-informed neural networks for solving Reynolds-averaged Navier–Stokes equations

Hamidreza Eivazi, Mojtaba Tahani, Philipp Schlatter et al. · Physics of Fluids · 2022 · 440 citations · Full text

Natural Sciences, Mathematics, Physics +17