Suchergebnisse - deep conventional autoencoder finite element nonlinear problems~

A novel end-to-end deep learning model for predicting the full stress field of tensioned membrane structures von Xu, Junhao, Sheng, LingYu, Zhang, Yingying, Fei, Shuhuan, Zhao, Ziang

“… To overcome the constraints of conventional finite element analysis, particularly its inefficiency in handling real-time feedback due to repetitive modeling and calculations …”
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Real-time optimal control of high-dimensional parametrized systems by deep learning-based reduced order models von Tomasetto, Matteo, Manzoni, Andrea, Braghin, Francesco

“… Full-order models based on, e.g., the Finite Element Method, do not meet these requirements due to the computational burden they usually entail …”
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