H
Huai-Ning Wu
Researcher at Beihang University
Publications - 269
Citations - 9282
Huai-Ning Wu is an academic researcher from Beihang University. The author has contributed to research in topics: Nonlinear system & Fuzzy logic. The author has an hindex of 52, co-authored 240 publications receiving 7314 citations. Previous affiliations of Huai-Ning Wu include Peking University.
Papers
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Off-Policy Reinforcement Learning for $ H_\infty $ Control Design
TL;DR: An off-policy reinforcement leaning (RL) method is introduced to learn the solution of HJI equation from real system data instead of mathematical system model, and its convergence is proved.
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Mode-independent robust stabilization for uncertain Markovian jump nonlinear systems via fuzzy control
Huai-Ning Wu,Kai-Yuan Cai +1 more
TL;DR: The aim is to design a mode-independent fuzzy controller such that the closed-loop Markovian jump fuzzy system (MJFS) is robustly stochastically stable and derived for the uncertain MJFS in terms of linear matrix inequalities (LMIs).
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New Approach to Delay-Dependent Stability Analysis and Stabilization for Continuous-Time Fuzzy Systems With Time-Varying Delay
Huai-Ning Wu,Han-Xiong Li +1 more
TL;DR: A new method for the delay-dependent stability analysis and stabilization problems for continuous-time Takagi and Sugeno (T-S) fuzzy systems with a time-varying delay is suggested, which is less conservative than other existing ones.
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Data-based approximate policy iteration for affine nonlinear continuous-time optimal control design
TL;DR: This paper addresses the model-free nonlinear optimal control problem based on data by introducing the reinforcement learning (RL) technique by using a data-based approximate policy iteration (API) method by using real system data rather than a system model.
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Passivity-based synchronization of a class of complex dynamical networks with time-varying delay
TL;DR: A sufficient condition ensuring the output strict passivity is derived is derived and a criterion for synchronization is established based on the obtained passivity result and the relationship between output stricter passivity and synchronization is revealed.