Study on the robust control of higher-order networks

被引:0
|
作者
Ma, Fuxiang [1 ]
Yu, Wenqian [1 ,2 ]
Ma, Xiujuan [1 ,2 ]
机构
[1] Qinghai Normal Univ, Coll Comp Sci, Xining 810000, Qinghai, Peoples R China
[2] Qinghai Normal Univ, State Key Lab Tibetan Intelligent Informat Proc &, Xining 810016, Qinghai, Peoples R China
来源
SCIENTIFIC REPORTS | 2025年 / 15卷 / 01期
基金
中国国家自然科学基金;
关键词
HOMOLOGICAL CONNECTIVITY; COMPLEX;
D O I
10.1038/s41598-025-91842-y
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
With the development of information technology, the interactions between nodes are no longer restricted to two nodes. Recently, researchers have proposed a higher-order network, which is more suitable to describe the multidimensional interaction relationships in systems. A higher-order network with good robustness can effectively resist natural disasters and deliberate attacks. How to improve the robustness of the higher-order network is worth studying. In this paper, we construct two higher-order networks based on the simplex structure. In addition, we propose a capacity load model that can describe the robustness of higher-order networks. The simulation results show that the robustness of the higher-order network is positively correlated with the size of the high-order network, the larger the size of the higher-order network, the more robust the higher-order network is in two attack strategies. In addition, the robustness of higher-order is related to the number of 2-simplexes in the network. Furthermore, the robustness is affected by the weight coefficients of 1-simplex and 2-simplex interactions. Therefore, we can improve robustness of higher-order networks by controlling the weight coefficients of the 1- and 2-simplex in higher-order networks. We verified the conclusions by two synthetic higher-order networks and a constructed higher-order network based on real data.
引用
收藏
页数:15
相关论文
共 50 条
  • [1] A study on higher-order disturbance observer and robust stability
    Yamada, K
    Komada, S
    Ishida, M
    Hori, T
    ELECTRICAL ENGINEERING IN JAPAN, 1999, 128 (01) : 37 - 44
  • [2] Study on higher-order disturbance observer and robust stability
    Yamada, Koji
    Komada, Satoshi
    Ishida, Muneaki
    Hori, Takamasa
    Electrical Engineering in Japan (English translation of Denki Gakkai Ronbunshi), 1999, 128 (01): : 37 - 44
  • [3] Robust Distributed Formation Control of Agents With Higher-Order Dynamics
    Fathian, Kaveh
    Summers, Tyler H.
    Gans, Nicholas R.
    IEEE CONTROL SYSTEMS LETTERS, 2018, 2 (03): : 495 - 500
  • [4] What Are Higher-Order Networks?
    Bick, Christian
    Gross, Elizabeth
    Harrington, Heather A.
    Schaub, Michael T.
    SIAM REVIEW, 2023, 65 (03) : 686 - 731
  • [5] The simpliciality of higher-order networks
    Nicholas W. Landry
    Jean-Gabriel Young
    Nicole Eikmeier
    EPJ Data Science, 13
  • [6] The simpliciality of higher-order networks
    Landry, Nicholas W.
    Young, Jean-Gabriel
    Eikmeier, Nicole
    EPJ DATA SCIENCE, 2024, 13 (01)
  • [7] Synchronization on higher-order networks
    Liu, Haoran
    Zhou, Jin
    Li, Bo
    Huang, Meng
    Lu, Jun-an
    Shi, Dinghua
    EPL, 2024, 145 (05)
  • [8] Higher-order clustering in networks
    Yin, Hao
    Benson, Austin R.
    Leskovec, Jure
    PHYSICAL REVIEW E, 2018, 97 (05)
  • [9] Controllability of higher-order networks
    Ma, Weiyuan
    Bao, Xionggai
    Ma, Chenjun
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2024, 653
  • [10] Synchronization of directed higher-order networks via pinning control
    Wang, Yi
    Zhao, Yi
    CHAOS SOLITONS & FRACTALS, 2024, 185