Constitutive model characterization and discovery using physics-informed
deep learning

v1v2 (latest)

Constitutive model characterization and discovery using physics-informed deep learning

18 March 2022

ArXiv (abs)PDF HTML

Papers citing "Constitutive model characterization and discovery using physics-informed deep learning"

11 / 11 papers shown

Title
Learning Memory and Material Dependent Constitutive Laws K. Bhattacharya Lianghao Cao George Stepaniants Andrew M. Stuart Margaret Trautner 131 1 0 08 Feb 2025
Physics-informed neural network simulation of multiphase poroelasticity using stress-split sequential training E. Haghighat Daniel Amini R. Juanes PINN AI4CE 96 100 0 06 Oct 2021
Data-driven discovery of interpretable causal relations for deep learning material laws with uncertainty propagation Xiao Sun B. Bahmani Nikolaos N. Vlassis WaiChing Sun Yanxun Xu CML AI4CE 98 26 0 20 May 2021
Physics-informed neural networks (PINNs) for fluid mechanics: A review Shengze Cai Zhiping Mao Zhicheng Wang Minglang Yin George Karniadakis PINN AI4CE 85 1,201 0 20 May 2021
Physics-Informed Neural Network for Modelling the Thermochemical Curing Process of Composite-Tool Systems During Manufacture S. Niaki E. Haghighat Trevor Campbell Xinglong Li R. Vaziri AI4CE 125 209 0 27 Nov 2020
Energy-based error bound of physics-informed neural network solutions in elasticity Mengwu Guo E. Haghighat PINN 125 29 0 18 Oct 2020
Learning Unknown Physics of non-Newtonian Fluids B. Reyes Amanda A. Howard P. Perdikaris A. Tartakovsky PINN 52 48 0 26 Aug 2020
Physics informed deep learning for computational elastodynamics without labeled data Chengping Rao Hao Sun Yang Liu PINN AI4CE 67 226 0 10 Jun 2020
A nonlocal physics-informed deep learning framework using the peridynamic differential operator E. Haghighat A. Bekar E. Madenci R. Juanes PINN 48 107 0 31 May 2020
Automatic differentiation in machine learning: a survey A. G. Baydin Barak A. Pearlmutter Alexey Radul J. Siskind PINN AI4CE ODL 172 2,820 0 20 Feb 2015
Speech Recognition with Deep Recurrent Neural Networks Alex Graves Abdel-rahman Mohamed Geoffrey E. Hinton 230 8,526 0 22 Mar 2013