Machine learning-based soil–structure interaction analysis of laterally loaded piles through physics-informed neural networks

Advances in neural information processing systems 7

Krzysztof J. Cios, Mark E. Shields · Neurocomputing · 1997 · 22.3K citations

Intelligent Information Processing, Engineering, Machine Learning +5

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 · 14.4K citations · Full text

Engineering, Pde-constrained Optimization, Deep Learning Framework +6

Understanding and Mitigating Gradient Flow Pathologies in Physics-Informed Neural Networks

Sifan Wang, Yujun Teng, Paris Perdikaris · SIAM Journal on Scientific Computing · 2021 · 1.3K citations

Numerical Analysis, Active Subscription, Engineering +22

Correlation for Design of Laterally Loaded Piles in Soft Clay

Hudson Matlock · Offshore Technology Conference · 1970 · 1.2K citations

Geotechnical Engineering, Soft Clay, Offshore Geotechnics +15

A physics-informed deep learning framework for inversion and surrogate modeling in solid mechanics

Ehsan Haghighat, Maziar Raissi, Adrian Moure et al. · Computer Methods in Applied Mechanics and Engineering · 2021 · 1K citations

Engineering, Machine Learning, Physics +10