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Shun-Feng Su

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Aug 2026

Reinforcement Learning-Based Optimization for Interval Type-2 Fuzzy Unknown Nonlinear System: An Zero-Sum Control Scheme.

A novel mode-free reinforcement learning (RL) algorithm is proposed for the optimal control of unknown nonlinear system presented by the interval type-2 fuzzy (IT2F) model. The optimal control is converted into a zero-sum game, where the control input and the external disturbance are the opposing competitors. Based on...

Runkun Li, Wen-Hai Qi, Guang-Deng Zong et al. · 0 citations
Aug 2026

SMC for Stirred Tank Reactor Model: Hybrid Systems With Bi-Boundary Sojourn Time.

This work investigates sliding mode control (SMC) for stirred tank reactor (STR) under semi-Markov switching with bi-boundary sojourn time (ST). Compared with traditional discrete hybrid systems, both the upper and lower bounds of the ST are considered for each mode, providing a more accurate characterization of the sy...

Wenhai Qi, Feiyue Shen, Guangdeng Zong et al. · 0 citations

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