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eess.SY2022★ 25 cited
Deep Koopman Learning of Nonlinear Time-Varying Systems
Wenjian Hao, Bowen Huang, Wei Pan +2
This paper presents a data-driven approach to approximate the dynamics of a nonlinear time-varying system (NTVS) by a linear time-varying system (LTVS), which is resulted from the…
eess.SY2018★ 4 cited
Data-Driven Optimal Control Using Perron-Frobenius Operator
Apurba Kumar Das, Bowen Huang, Umesh Vaidya
In this paper, we propose a data-driven approach for control of nonlinear dynamical systems. The proposed data-driven approach relies on transfer Koopman and Perron-Frobenius (P-F)…