Reduced-order Koopman modeling and predictive control of nonlinear processes

In this paper, we propose an efficient data-driven predictive control approach for general nonlinear processes based on a reduced-order Koopman operator. A Kalman-based sparse identification of nonlinear dynamics method is employed to select lifting functions for Koopman identification. The selected...

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Main Authors: Zhang, Xuewen, Han, Minghao, Yin, Xunyuan
其他作者: School of Chemistry, Chemical Engineering and Biotechnology
格式: Article
語言:English
出版: 2024
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在線閱讀:https://hdl.handle.net/10356/173081
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機構: Nanyang Technological University
語言: English