Fuzzy Dynamic Event-Triggered Control for Constrained Stochastic Game Systems

In this article we focus on solving the optimal control problem for stochastic game systems while considering multiple constraints. Initially, applying the asymmetric time-varying mapping functions, the constrained nonzero-sum stochastic differential games are transformed into the ones in unconstrained forms. Moreover, the actor-critic architecture is designed to achieve the Nash equilibrium, the critic fuzzy logic systems (FLSs) and actor FLSs are utilized to approximate the optimal value functions and the control policies, respectively. Subsequently, a dynamic event-triggered mechanism is devised and an additional dynamic variable is defined to characterize the past triggering information, which provides a larger inter-event time. Mathematical analysis reveals the stability of closed-loop system, the weight convergence and the characteristics of dynamic event-triggered mechanism. Finally, simulation results prove the effectiveness of the proposed method.

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Publication Details

Journal
IEEE Transactions on Fuzzy Systems
Published
2025-05-06
DOI
https://doi.org/10.1109/tfuzz.2025.3567305
Primary Topic
Aquatic and Environmental Studies
Type
article
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article

Fuzzy Dynamic Event-Triggered Control for Constrained Stochastic Game Systems

Chenyi Si, Jinshan Bian, Ke Wang, Qing Wang et al.
IEEE Transactions on Fuzzy Systems
Aquatic and Environmental Studies
article

Fuzzy Dynamic Event-Triggered Control for Constrained Stochastic Game Systems

Chenyi Si, Jinshan Bian, Ke Wang, Qing Wang, Na Xu, Jinpeng Yu, Chaoxu Mu
article en

Abstract

In this article we focus on solving the optimal control problem for stochastic game systems while considering multiple constraints. Initially, applying the asymmetric time-varying mapping functions, the constrained nonzero-sum stochastic differential games are transformed into the ones in unconstrained forms. Moreover, the actor-critic architecture is designed to achieve the Nash equilibrium, the critic fuzzy logic systems (FLSs) and actor FLSs are utilized to approximate the optimal value functions and the control policies, respectively. Subsequently, a dynamic event-triggered mechanism is devised and an additional dynamic variable is defined to characterize the past triggering information, which provides a larger inter-event time. Mathematical analysis reveals the stability of closed-loop system, the weight convergence and the characteristics of dynamic event-triggered mechanism. Finally, simulation results prove the effectiveness of the proposed method.

IEEE Transactions on Fuzzy SystemsVol. 33(8)
Qingdao University (CN), Beijing Institute of Technology (CN), Anhui University (CN), Tianjin University (CN)
Decent work and economic growth
Openalex Percentile: Top 88%
Aquatic and Environmental Studies
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Fuzzy Dynamic Event-Triggered Control for Constrained Stochastic Game Systems — Chenyi Si, Jinshan Bian, et al. · IEEE Transactions on Fuzzy Systems (2025) | TGRS Research Map | TGRS