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October 31, 2022 book-chapter

Computational Mechanics with Deep Learning

Lecture notes on numerical methods in engineering and sciences

DOI: 10.1007/978-3-031-11847-0_3 OpenAlex

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References 4

SO(3)-invariance of informed-graph-based deep neural network for anisotropic elastoplastic materials
2020 Computer Methods in Applied Mechanics and Engineering article Engineering Elasticity and Material Modeling Open access

129

citations
Artificial neural networks in structural dynamics: A new modular radial basis function approach vs. convolutional and feedforward topologies
2020 Computer Methods in Applied Mechanics and Engineering article Engineering Structural Health Monitoring Techniques

78

citations
An intelligent nonlinear meta element for elastoplastic continua: deep learning using a new Time-distributed Residual U-Net architecture
2020 Computer Methods in Applied Mechanics and Engineering article Physics and Astronomy Model Reduction and Neural Networks

71

citations
DNN2: A hyper-parameter reinforcement learning game for self-design of neural network based elasto-plastic constitutive descriptions
2021 Computers & Structures article Materials Science Machine Learning in Materials Science Open access

58

citations

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