Pinning Synchronization for Stochastic Complex Networks With Randomly Occurring Nonlinearities: Tackling Bit Rate Constraints and Allocations.

IF 9.4 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Cybernetics Pub Date : 2024-10-09 DOI:10.1109/TCYB.2024.3470648
Yuru Guo, Zidong Wang, Jun-Yi Li, Yong Xu
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Abstract

In this article, the ultimately bounded synchronization problem is investigated for a class of discrete-time stochastic complex networks under the pinning control strategy. Communication between system nodes and the remote controller is facilitated via wireless networks subject to bit rate constraints. The system model is distinguished by the inclusion of randomly occurring nonlinearities. A coding-decoding transmission mechanism under constrained bit rates is introduced to characterize the digital transmission process. To achieve synchronization of the network nodes with the unforced target node, a pinning controller is specifically devised based on the information from partially selected nodes. Through the application of the stochastic analysis method, a sufficient condition is derived for ensuring the mean-square boundedness of the synchronization error system. In addition, an optimization algorithm is introduced to address bit rate allocation and the design of desired controller gains. Within the presented theoretical framework, the correlation between the mean-square synchronization performance and bit rate allocation is further elucidated. To conclude, a simulation example is provided to substantiate the efficacy of the recommended pinning control approach.

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具有随机发生非线性的随机复杂网络的引脚同步:解决比特率限制和分配问题。
本文研究了针刺控制策略下一类离散时间随机复杂网络的最终有界同步问题。系统节点与远程控制器之间的通信通过无线网络进行,并受比特率限制。该系统模型的特点是包含了随机发生的非线性因素。为了描述数字传输过程,引入了比特率受限条件下的编码-解码传输机制。为了实现网络节点与非强制目标节点的同步,根据部分选定节点的信息,专门设计了一个针脚控制器。通过应用随机分析方法,得出了确保同步误差系统均方有界的充分条件。此外,还引入了一种优化算法来解决比特率分配和所需控制器增益的设计问题。在提出的理论框架内,进一步阐明了均方同步性能与比特率分配之间的相关性。最后,还提供了一个仿真实例,以证实所推荐的引脚控制方法的有效性。
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来源期刊
IEEE Transactions on Cybernetics
IEEE Transactions on Cybernetics COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE-COMPUTER SCIENCE, CYBERNETICS
CiteScore
25.40
自引率
11.00%
发文量
1869
期刊介绍: The scope of the IEEE Transactions on Cybernetics includes computational approaches to the field of cybernetics. Specifically, the transactions welcomes papers on communication and control across machines or machine, human, and organizations. The scope includes such areas as computational intelligence, computer vision, neural networks, genetic algorithms, machine learning, fuzzy systems, cognitive systems, decision making, and robotics, to the extent that they contribute to the theme of cybernetics or demonstrate an application of cybernetics principles.
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