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Keywords: artificial neural network (ANN)
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Journal Articles

Exploring Elastoplastic Constitutive Law of Microstructured Materials Through Artificial Neural Network—A Mechanistic-Based Data-Driven Approach

Hang Yang, Hai Qiu, Qian Xiang, Shan Tang, Xu Guo
Journal: Journal of Applied Mechanics
Publisher: ASME
Article Type: Research Papers
J. Appl. Mech. September 2020, 87(9): 091005.
Paper No: JAM-20-1198
https://doi.org/10.1115/1.4047208
Published Online: June 4, 2020
... approaches are proposed in recent years and attract more and more attention. References [ 5 – 8 ] trained the artificial neural networks (ANN) to represent the constitutive law by the stress–strain data completely. The more advanced recurrent neural network (RNN) and reinforcement learning were also employed...
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Topics: Artificial neural networks, Constitutive equations, Particulate matter, Plasticity, Stress, Cantilever beams