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Probabilistic Deep Learning for Real-Time Large Deformation Simulations
v1v2v3 (latest)

Probabilistic Deep Learning for Real-Time Large Deformation Simulations

Computer Methods in Applied Mechanics and Engineering (CMAME), 2021
2 November 2021
Saurabh Deshpande
J. Lengiewicz
Stéphane P. A. Bordas
    OODBDLAI4CE
ArXiv (abs)PDFHTML

Papers citing "Probabilistic Deep Learning for Real-Time Large Deformation Simulations"

7 / 7 papers shown
Machine learning surrogate models of many-body dispersion interactions in polymer melts
Machine learning surrogate models of many-body dispersion interactions in polymer melts
Zhaoxiang Shen
Raúl I. Sosa
J. Lengiewicz
Alexandre Tkatchenko
Stéphane P. A. Bordas
AI4CE
191
2
0
19 Mar 2025
Up-sampling-only and Adaptive Mesh-based GNN for Simulating Physical
  Systems
Up-sampling-only and Adaptive Mesh-based GNN for Simulating Physical Systems
Fu Lin
Jiasheng Shi
Shijie Luo
Qinpei Zhao
Weixiong Rao
Lei Chen
AI4CE
135
2
0
07 Sep 2024
Learning-Based Finite Element Methods Modeling for Complex Mechanical
  Systems
Learning-Based Finite Element Methods Modeling for Complex Mechanical Systems
Jiasheng Shi
Fu Lin
Weixiong Rao
AI4CE
170
2
0
30 Aug 2024
An Uncertainty-aware Deep Learning Framework-based Robust Design
  Optimization of Metamaterial Units
An Uncertainty-aware Deep Learning Framework-based Robust Design Optimization of Metamaterial Units
Zihan Wang
Anindya Bhaduri
Hongyi Xu
Liping Wang
125
5
0
19 Jul 2024
Probabilistic Neural Networks (PNNs) for Modeling Aleatoric Uncertainty
  in Scientific Machine Learning
Probabilistic Neural Networks (PNNs) for Modeling Aleatoric Uncertainty in Scientific Machine Learning
Farhad Pourkamali-Anaraki
Jamal F. Husseini
Scott E. Stapleton
UD
251
5
0
21 Feb 2024
Convolution, aggregation and attention based deep neural networks for
  accelerating simulations in mechanics
Convolution, aggregation and attention based deep neural networks for accelerating simulations in mechanicsFrontiers in Materials (Front. Mater.), 2022
Saurabh Deshpande
Raúl I. Sosa
Stéphane P. A. Bordas
J. Lengiewicz
AI4CE
256
22
0
01 Dec 2022
MAgNET: A Graph U-Net Architecture for Mesh-Based Simulations
MAgNET: A Graph U-Net Architecture for Mesh-Based SimulationsEngineering applications of artificial intelligence (EAAI), 2022
Saurabh Deshpande
Stéphane P. A. Bordas
J. Lengiewicz
AI4CEGNN
370
48
0
01 Nov 2022
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