非线性多智能体系统的自适应模糊事件触发包容控制
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沈阳化工大学

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辽宁省自然科学基金(LJKMZ20220780)


Adaptive fuzzy event-triggered containment control for nonlinear multi-agent systems
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    摘要:

    针对具有输入延迟和随机干扰的非线性多智能体系统,提出了一种基于规定性能和事件触发机制的自适应模糊控制方法;该方法采用了基于相对阈值的事件触发机制,从而降低了多智能体系统的硬件要求,并最大限度地减少了智能体之间的通信。与大多数事件触发机制相比,这种设计不仅简单方便,而且有效减少了控制过程中的网络通信负荷;模糊逻辑系统和Pade近似法分别用于处理多智能体系统中的未知非线性函数和输入延迟;为进一步提高系统的瞬态和稳态性能,设计了一种新的自适应模糊包容控制器,该控制器加入了规定的性能函数,确保包容误差收敛到预定的性能标准;此外,为了降低计算复杂度,还引入了指令滤波技术;基于 Lyapunov 稳定性理论,证明了闭环系统的稳定性,只存在较小的包容误差,并避免了芝诺现象;通过理论分析和仿真实验,进一步验证了所提控制方法的有效性。

    Abstract:

    An adaptive fuzzy control method based on prescribed performance and event-triggered mechanism is proposed for nonlinear multi-intelligent body systems with input delays and random disturbances; the method employs an event-triggered mechanism based on relative thresholds, which reduces the hardware requirements of the multi-agent system and minimizes the communication between agents. Compared with most event-triggered mechanisms, this design is not only simple and convenient, but also effectively reduces the network communication load during the control process; the fuzzy logic system and the Pade approximation are used to deal with unknown nonlinear functions and input delays, respectively, in the multi-agent system; in order to further improve the system's transient and steady-state performances, a new adaptive fuzzy containment controller is designed, which incorporates a prescribed performance function to ensure that the containment error converges to a predefined performance criterion; in addition, in order to reduce the computational complexity, the command filtering technique is introduced; based on the Lyapunov stability theory, the stability of the closed-loop system is demonstrated with only a small inclusion error and the Zeno phenomenon is avoided; the effectiveness of the proposed control method is further verified through theoretical analysis and simulation experiments.

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李柏霖,杨忠君,刘一泽.非线性多智能体系统的自适应模糊事件触发包容控制计算机测量与控制[J].,2025,33(5):194-204.

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  • 收稿日期:2024-12-12
  • 最后修改日期:2025-01-12
  • 录用日期:2025-01-14
  • 在线发布日期: 2025-05-20
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