脉冲钉住混合控制对时变时滞分流抑制细胞神经网络有限时间同步效果的改进

IF 4.2 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS
Otankhan Maikenov , G. Soundararajan , Rakkiyappan Rajan , Ardak Kashkynbayev
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引用次数: 0

摘要

本文研究了具有时变延迟的分流抑制细胞神经网络(SICNNs)的有限时间同步。提出了一种新的混合控制器,该控制器在脉冲区间内作为自适应反馈控制器工作,在脉冲时刻切换为具有脉冲反馈作用的钉住控制器,类似于双线钉住模式。考虑基本Lyapunov函数,我们提出了由混合控制器和子域构成的基于sicnns的主从模型的有限时间同步特性的稳定时间。通过实例验证了该方法的有效性,并利用Lambert W函数对沉降时间进行了比较分析。理论分析表明,该混合控制器优于脉冲自适应混合控制器和传统的自适应反馈控制器。数值算例表明了所提混合控制器的有效性,MATLAB仿真结果与人工计算结果吻合较好。最后,对所提出的混合控制器与脉冲自适应混合控制器和常规自适应反馈控制器进行了比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Improved results on finite-time synchronization of shunting inhibitory cellular neural networks with time-varying delays via impulsive pinning hybrid control
This paper explores finite-time synchronization in shunting inhibitory cellular neural networks (SICNNs) with time-varying delays. A novel hybrid controller is introduced, which operates as an adaptive-feedback controller during impulsive intervals and switches to a pinning controller with impulsive-feedback action at impulsive instants, similar to the doublet pinning mode. Considering the basic Lyapunov function, we have proposed the settling-times for finite-time synchronization characteristics of the SICNNs-based master-slave model structured along with the hybrid controller and subdomains. The effectiveness of the proposed approach is validated through case studies, and the settling-times are comparatively analyzed using the Lambert W function. This theoretical analysis demonstrates the advantages of the proposed hybrid controller over impulsive adaptive hybrid and traditional adaptive-feedback controllers. A numerical example highlights the effectiveness of the proposed hybrid controller, with MATLAB simulations aligning closely with manual computations. Finally, the comparison includes assessing the proposed hybrid controller over impulsive adaptive hybrid and conventional adaptive-feedback controllers.
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来源期刊
CiteScore
7.30
自引率
14.60%
发文量
586
审稿时长
6.9 months
期刊介绍: The Journal of The Franklin Institute has an established reputation for publishing high-quality papers in the field of engineering and applied mathematics. Its current focus is on control systems, complex networks and dynamic systems, signal processing and communications and their applications. All submitted papers are peer-reviewed. The Journal will publish original research papers and research review papers of substance. Papers and special focus issues are judged upon possible lasting value, which has been and continues to be the strength of the Journal of The Franklin Institute.
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