GuangC-iScience / rnn-viscoelasticity

Constitutive modeling · Deep learning · History-dependent materials · Recurrent neural networks · Viscoelasticity

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Recurrent neural networks (RNNs) learn the constitutive law of viscoelasticity

RNN-viscoelasticity model development

RNN-viscoelasticity

Content

  • data: the dataset for RNN-viscoelasticity model development
  • src: the source code for model development and construction of one-to-one architecture from the trained model

How to cite

Chen, Guang. "Recurrent neural networks (RNNs) learn the constitutive law of viscoelasticity." Computational Mechanics 67.3 (2021): 1009-1019. https://doi.org/10.1007/s00466-021-01981-y.

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Constitutive modeling · Deep learning · History-dependent materials · Recurrent neural networks · Viscoelasticity

License:MIT License


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Language:Python 100.0%