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Dongbin Xiu

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Modeling Unknown Stochastic Dynamical System via Autoencoder

Dec 15, 2023
Zhongshu Xu, Yuan Chen, Qifan Chen, Dongbin Xiu

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Flow Map Learning for Unknown Dynamical Systems: Overview, Implementation, and Benchmarks

Jul 20, 2023
Victor Churchill, Dongbin Xiu

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Learning Stochastic Dynamical System via Flow Map Operator

May 05, 2023
Yuan Chen, Dongbin Xiu

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Learning Fine Scale Dynamics from Coarse Observations via Inner Recurrence

Jun 03, 2022
Victor Churchill, Dongbin Xiu

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Deep Learning of Chaotic Systems from Partially-Observed Data

May 12, 2022
Victor Churchill, Dongbin Xiu

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Robust Modeling of Unknown Dynamical Systems via Ensemble Averaged Learning

Mar 07, 2022
Victor Churchill, Steve Manns, Zhen Chen, Dongbin Xiu

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Modeling unknown dynamical systems with hidden parameters

Feb 03, 2022
Xiaohan Fu, Weize Mao, Lo-Bin Chang, Dongbin Xiu

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Deep Neural Network Modeling of Unknown Partial Differential Equations in Nodal Space

Jun 07, 2021
Zhen Chen, Victor Churchill, Kailiang Wu, Dongbin Xiu

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Data-driven learning of non-autonomous systems

Jun 02, 2020
Tong Qin, Zhen Chen, John Jakeman, Dongbin Xiu

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Learning reduced systems via deep neural networks with memory

Apr 19, 2020
Xiaohan Fu, Lo-Bin Chang, Dongbin Xiu

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