A Decomposition Approach for Synchronization of Heterogeneous Complex Networks

被引:10
|
作者
Wang, Lei [1 ]
Liang, Quanyi [2 ]
She, Zhikun [3 ]
Lu, Jinhu [4 ,5 ]
Wang, Qing-Guo [6 ]
机构
[1] Beihang Univ, Sch Automat Sci & Elect Engn, Beijing 100191, Peoples R China
[2] Natl Univ Singapore, Dept Mech Engn, Singapore, Singapore
[3] Beihang Univ, Sch Math & Syst Sci, Beijing 100191, Peoples R China
[4] Beihang Univ, Sch Automat Sci & Elect Engn, State Key Lab Software Dev Environm, Beijing 100191, Peoples R China
[5] Beihang Univ, Beijing Adv Innovat Ctr Big Data & Brain Comp, Beijing 100191, Peoples R China
[6] Univ Johannesburg, Fac Engn & Built Environm, Inst Intelligent Syst, ZA-2006 Johannesburg, South Africa
基金
新加坡国家研究基金会; 中国国家自然科学基金;
关键词
Heterogeneous network; invariant set; Lyapunov function; space decomposition; synchronization; DYNAMICAL NETWORKS; BOUNDED SYNCHRONIZATION; MULTIAGENT SYSTEMS; STABILITY; CRITERIA; NODES;
D O I
10.1109/TSMC.2018.2883649
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, the synchronization problem of complex networks with linearly diffusively coupled nonidentical nodes is investigated. Starting with the boundedness condition of network trajectories, we introduce an invariant set such that it contains all limit points of ultimately synchronous trajectories. Then, we develop a decomposition technique for the heterogeneous network. With this decomposition, the synchronization of the network can be investigated by the convergence of one decomposed network and the synchronization of the other decomposed homogeneous-like network. Moreover, for a particular case that the invariant set is a linear subspace, conditional synchronization analysis is provided to reduce the coupling complexity between the two decomposed networks. It is noted that our decomposition technique is quite simple yet general: by this technique, the synchronization of various heterogeneous complex networks can be transformed into the stability of nonlinear systems and synchronization of homogeneous-like complex networks. Finally, we present several numerical examples to demonstrate the effectiveness of the theoretical results. In particular, we use an example to show that our theoretical procedure is also feasible for some heterogeneous networks with a general invariant submanifold instead of linear subspace.
引用
收藏
页码:853 / 863
页数:11
相关论文
共 50 条
  • [1] Bounded Synchronization of Heterogeneous Complex Dynamical Networks: A Unified Approach
    Zhu, Shuaibing
    Zhou, Jin
    Yu, Xinghuo
    Lu, Jun-an
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2021, 66 (04) : 1756 - 1762
  • [2] Synchronization of coupled heterogeneous complex networks
    Wang, Zhengxin
    Jiang, Guoping
    Yu, Wenwu
    He, Wangli
    Cao, Jinde
    Xiao, Min
    JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2017, 354 (10): : 4102 - 4125
  • [3] New effective approach to quasi synchronization of coupled heterogeneous complex networks
    Chen, Tianping
    NEURAL NETWORKS, 2022, 145 : 139 - 143
  • [4] Hierarchical synchronization in complex networks with heterogeneous degrees
    Zhou, CS
    Kurths, J
    CHAOS, 2006, 16 (01)
  • [5] Global asymptotic synchronization for coupled heterogeneous complex networks via Laplace transform approach
    Liao, Huaying
    Zhang, Zhengqiu
    JOURNAL OF APPLIED MATHEMATICS AND COMPUTING, 2024, 70 (04) : 2743 - 2766
  • [6] Synchronization of symmetric complex networks with heterogeneous time delays
    Rehak, Branislav
    Lynnyk, Volodymyr
    PROCEEDINGS OF THE 2019 22ND INTERNATIONAL CONFERENCE ON PROCESS CONTROL (PC19), 2019, : 68 - 73
  • [7] Consistency of heterogeneous synchronization patterns in complex weighted networks
    Malagarriga, D.
    Villa, A. E. P.
    Garcia-Ojalvo, J.
    Pons, A. J.
    CHAOS, 2017, 27 (03)
  • [8] Synchronization Control of Hybrid-Coupled Heterogeneous Complex Networks
    Hu, Jianqiang
    Liang, Jinling
    Cao, Jinde
    PROCEEDINGS OF THE 2014 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2014, : 2912 - 2919
  • [9] A neural approach to synchronization in wireless networks with heterogeneous sources of noise
    Mongelli, Maurizio
    Scanzio, Stefano
    AD HOC NETWORKS, 2016, 49 : 1 - 16
  • [10] A New Distributed Approach for Achieving Clock Synchronization in Heterogeneous Networks
    Mehrpouyan, Hani
    Blostein, Steven D.
    Svensson, Tommy
    2011 IEEE GLOBAL TELECOMMUNICATIONS CONFERENCE (GLOBECOM 2011), 2011,