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

E Haghighat, M Raissi, A Moure, H Gomez… - Computer Methods in …, 2021 - Elsevier
We present the application of a class of deep learning, known as Physics Informed Neural
Networks (PINN), to inversion and surrogate modeling in solid mechanics. We explain how …
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[引用][C] A physics-informed deep learning framework for inversion and surrogate modeling in solid mechanics

E Haghighat, M Raissi, A Moure, H Gomez… - Computer Methods in …, 2021 - cir.nii.ac.jp
A physics-informed deep learning framework for inversion and surrogate modeling in solid
mechanics | CiNii Research CiNii 国立情報学研究所 学術情報ナビゲータ[サイニィ] 詳細へ移動 …
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[PDF][PDF] A physics-informed deep learning framework for inversion and surrogate modeling in solid mechanics

E Haghighat, M Raissi, A Moure… - … Appl. Mech. Engrg, 2021 - engineering.purdue.edu
We present the application of a class of deep learning, known as Physics Informed Neural
Networks (PINN), to inversion and surrogate modeling in solid mechanics. We explain how …

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

E Haghighat, M Raissi, A Moure… - … Methods in Applied …, 2021 - ui.adsabs.harvard.edu
We present the application of a class of deep learning, known as Physics Informed Neural
Networks (PINN), to inversion and surrogate modeling in solid mechanics. We explain how …

[引用][C] A physics-informed deep learning framework for inversion and surrogate modeling in solid mechanics

E Haghighat, M Raissi, A Moure… - … Methods in Applied …, 2021 - ui.adsabs.harvard.edu
A physics-informed deep learning framework for inversion and surrogate modeling in solid
mechanics - NASA/ADS Now on home page ads icon ads Enable full ADS view NASA/ADS A …