多重边复杂网络牵制同步控制节点集优化
Optimal Pinning Control Synchronization of Node Groups for Multi-Edges Complex Networks
摘要: 针对多重边复杂网络的牵制同步控制节点选取问题,提出一种基于图论的优化牵制节点组选择的策略。根据网络中边的性质不同,基于网络拆分的思想,通过引入时延将网络进行拆分。根据李雅普诺夫稳定性理论,使用自适应牵制控制器以及图论和矩阵分析等知识,得到可以优化多重边复杂网络牵制节点组选择的方案:当牵制节点个数固定时,从网络的对称拉普拉斯矩阵中删除受控节点所对应行和列后所得子矩阵的最大特征值,用此来衡量牵制方案的有效性。即:网络中单个节点的动力学系统与耦合强度给定时,最大特征值越大,牵制方案越有效。与此同时,对最大特征值的谱特性进行分析,以此对优化牵制方案提供理论支持。
Abstract: Aiming at pinning synchronization control node’s selection in multi-edges complex networks, a strategy based on graph theory to optimize the selection of pinning node groups is proposed. According to the edges’ properties that is different in the network, based on the network splitting’s idea, the network is split by introducing delay. According to Lyapunov stability theory, using adaptive pinning controller, graph theory and matrix analysis’s knowledge, a scheme that can optimize pinning node groups’ selection in multi-edges complex networks is obtained: When the pinning nodes’ number is fixed, the maximum eigenvalue of the sub matrix obtained by deleting the rows and columns corresponding to the controlled nodes from the symmetric Laplacian matrix of the network is used to measure the pinning scheme’s effectiveness. That is, when the dynamic system and nodes’ coupling strength in the network are given, the larger the maximum eigenvalue, the better the effectiveness of the pinning scheme. At the same time, the spectral characteristics of the maximum eigenvalue are analyzed, which provides a theoretical support for the optimization of the pinning scheme.
文章引用:高鑫蕊, 孙海义, 贾艳婷, 孙新怡. 多重边复杂网络牵制同步控制节点集优化[J]. 动力系统与控制, 2023, 12(2): 63-74. https://doi.org/10.12677/DSC.2023.122007

参考文献

[1] Bollobás, B. (1984) The Evolution of Random Graphs. Transactions of the American Mathematical Society, 286, 257-274.
[Google Scholar] [CrossRef
[2] Watts, D.J. and Strogatz, S.H. (1998) Collective Dynamics of ‘Small-World’ Networks. Nature, 393, 440-442.
[Google Scholar] [CrossRef] [PubMed]
[3] Barabási, A.L. and Albert, R. (1999) Emergence of Scaling in Random Networks. Science, 286, 509-512.
[Google Scholar] [CrossRef] [PubMed]
[4] 刘亚州, 潘晓中, 付伟. 基于节点从众博弈的社交网络谣言传播模型[J]. 计算机工程, 2018, 44(10): 303-308.
[5] Ren, H.W. and Deng, F.Q. (2017) Review on Synchronization Control in Stochastic Complex Networks. Control Theory and Applications, 34, 1261-1274.
[6] 王燕舞, 关治洪, 成新明, 等. 线性反馈及部分变量非线性反馈控制陈氏混沌同步[J]. 系统工程与电子技术, 2003, 25(10): 1260-1263.
[7] Yang, L.X. and Jiang, J. (2014) Adaptive Synchronization of Drive-Response Fractional-Order Complex Dynamical Networks with Uncertain Parameters. Communications in Nonlinear Science and Numerical Simulation, 19, 1496-1506.
[Google Scholar] [CrossRef
[8] Dong, H.L., Ye, D.F., Feng, J.W., et al. (2017) Almost Sure Cluster Synchronization of Markovian Switching Complex Networks with Stochastic Noise via Decentralized Adaptive Pinning Control. Nonlinear Dynamics, 87, 727-739.
[Google Scholar] [CrossRef
[9] Batista, C., Lopes, S.R., Viana, R.L., et al. (2010) Delayed Feedback Control of Bursting Synchronization in a Scale-Free Neuronal Network. Neural Networks: The Official Journal of the International Neural Network Society, 23, 114-124.
[Google Scholar] [CrossRef] [PubMed]
[10] Zhang, Z.H., Peng, S.G. and Automation, S.O. (2018) Leder-Following Consensus of Second-Order Multi-Agent Systems with Switching Topology. Journal of Guangdong University of Technology, 35, 75-80.
[11] Wang, X.F. and Chen, G.R. (2002) Pinning Control of Scale-Free Dynamical Networks. Physica A: Statistical Mechanics and Its Applications, 310, 521-531.
[Google Scholar] [CrossRef
[12] Chen, T.P., Liu, X.W. and Lu, W.L. (2007) Pinning Complex Networks by a Single Controller. IEEE Transactions on Circuits & System, 54, 1317-1326.
[Google Scholar] [CrossRef
[13] Zhou, J., Lu, J.A. and Lv, J.H. (2008) Pinning Adaptive Synchronization of a General Complex Dynamical Network. Automatica, 44, 996-1003.
[Google Scholar] [CrossRef
[14] Yu, W.W., Chen, G.R. and Lv, J.H. (2009) On Pinning Synchronization of Complex Dynamical Networks. Automatica, 45, 429-435.
[Google Scholar] [CrossRef
[15] Liu, Z.X., Chen, Z.Q. and Yuan, Z.Z. (2007) Pinning Control of Weighted General Complex Dynamical Networks with Time Delay. Physica A: Statistical Mechanics and Its Applications, 375, 345-354.
[Google Scholar] [CrossRef
[16] Zhou, L.L., Wang, C.H. and Zhou, L. (2016) Cluster Synchronization on Multiple Sub-Networks of Complex Networks with Nonidentical Nodes via Pinning Control. Nonlinear Dynamics, 83, 1079-1100.
[Google Scholar] [CrossRef
[17] Ghaffari, A. and Arebi, S. (2015) Pinning Control for Synchronization of Nonlinear Complex Dynamical Network with Suboptimal SDRE Controllers. Nonlinear Dynamics, 83, 1003-1013.
[Google Scholar] [CrossRef
[18] Rong, Z.H., Li, X. and Lu, W.L. (2009) Pinning a Complex Network through the Betweenness Centrality Strategy. 2009 IEEE International Symposium on Circuits and Systems, Taipei, 24-27 May 2009, 1689-1692.
[Google Scholar] [CrossRef
[19] Carmi, S., Havlin, S., Scott, K., et al. (2007) A Model of Internet Topology Using K-Shell Decomposition. Proceedings of the National Academy of Sciences of the United States of America, 104, 11150-11154.
[Google Scholar] [CrossRef] [PubMed]
[20] Wang, X.Y. and Liu, X.W. (2018) A New Pinning Control Scheme of Complex Networks Based on Data Flow. Nonlinear Dynamics, 92, 13-24.
[Google Scholar] [CrossRef
[21] 洪雅娴, 黄振坤, 陈超, 等. 多重边融合复杂网络的间歇式量化同步分析[J]. 集美大学学报: 自然科学版, 2020, 25(4): 304-310.
[22] Wang, Z.Y., Huang, L.H., Wang, Y.N., et al. (2010) Synchronization Analysis of Networks with Both Delayed and Non-Delayed Couplings via Adaptive Pinning Control Method. Communications in Nonlinear Science & Numerical Simulation, 15, 4202-4208.
[Google Scholar] [CrossRef
[23] 杨尚霖, 彭世国, 孙艳鹏. 随机时延脉冲控制下的时滞复杂网络同步[J]. 软件导刊, 2019, 18(3): 152-156.
[24] 孙宗海. 无标度网络同步过程研究[J]. 计算机与数字工程, 2013, 41(7): 1137-1138.
[25] 蒋俊正, 杨杰, 欧阳缮. 一种新的无线传感器网络中异常节点检测定位算法[J]. 电子与信息学报, 2018, 40(10): 150-155.
[26] 孙海义, 张庆灵, 李宁, 等. 有向多重边复杂网络的自适应同步控制[J]. 系统工程学报, 2010, 25(6): 798-803.
[27] Last, E. (1994) Linear Matrix Inequalities in System and Control Theory. Proceedings of the IEEE, 86, 2473-2474.
[Google Scholar] [CrossRef
[28] Liu, H., Xu, X.H., Lu, J.A., et al. (2018) Optimizing Pinning Control of Complex Dynamical Networks Based on Spectral Properties of Grounded Laplacian Matrices. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 51, 786-796.
[29] Song, Q. and Cao, J.D. (2010) On Pinning Synchronization of Directed and Undirected Complex Dynamical Networks. IEEE Transactions on Circuits and Systems I: Regular Papers, 57, 672-680.
[Google Scholar] [CrossRef
[30] Fang, X.P. and Chen, W.S. (2016) Synchronization of Complex Dynamical Networks with Time-Varying Inner Coupling. Nonlinear Dynamics, 85, 13-21.
[Google Scholar] [CrossRef