Search Results - Deep conventional autoencoder Finite element Nonlinear problem

A novel end-to-end deep learning model for predicting the full stress field of tensioned membrane structures by 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 by 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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