Enhancing Robustness and Transmission Performance of Heterogeneous Complex Networks via Multiobjective Optimization

被引:3
|
作者
Fang, Junyuan [1 ,2 ,3 ]
Huang, Haiyu [1 ,2 ]
Wu, Jiajing [1 ,2 ]
Tse, Chi K. [3 ]
机构
[1] Sun Yat Sen Univ, Sch Comp Sci & Engn, Guangzhou 510006, Peoples R China
[2] Sun Yat Sen Univ, Natl Engn Res Ctr Digital Life, Guangzhou 510006, Peoples R China
[3] City Univ Hong Kong, Dept Elect Engn, Hong Kong, Peoples R China
来源
IEEE SYSTEMS JOURNAL | 2021年 / 15卷 / 04期
基金
中国国家自然科学基金;
关键词
Robustness; Optimization; Correlation; Complex networks; Power grids; Power system protection; Power system faults; multiobjective optimization; robustness; transmission performance; CASCADING FAILURES; DYNAMICS; ALGORITHM;
D O I
10.1109/JSYST.2021.3101980
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Transmission networks are ubiquitous in modern society and play critical roles in facilitating the delivery and movement of information, power, and people between various locations. Robustness and transmission capacity are two pivotal and universal properties of practical networks, and much research effort has been devoted to investigating these two properties in the past decade. In this article, we consider a heterogeneous transmission network consisting of hosts and routers and aim to optimize both transmission capacity and robustness of this network simultaneously. To solve this problem, we propose a multiobjective evolutionary algorithm (MOEA) for optimizing transmission capacity and robustness. Moreover, in order to achieve optimized transmission performance and robustness at reasonable and balanced computational cost, the proposed MOEA adopts a two-phase design, i.e., a sampling phase and an optimization phase. Simulation results on scale-free and realistic transmission networks demonstrate the effectiveness of the proposed algorithm. Moreover, comprehensive analysis of the solutions from different parts of the obtained Pareto fronts shows distinct characteristics and provides various choices for optimizing transmission functionality and robustness of networks.
引用
收藏
页码:5221 / 5232
页数:12
相关论文
共 50 条
  • [41] Delay Performance Optimization of Multiaccess for Uplink in Heterogeneous Networks
    Li, Jiandong
    Zheng, Jie
    Liu, Qin
    Yang, Xiaoniu
    2014 IEEE 79TH VEHICULAR TECHNOLOGY CONFERENCE (VTC-SPRING), 2014,
  • [42] Performance improvement of licklider transmission protocol in complex deep space networks based on parameter optimization
    Guo YU
    Zhenxing DONG
    Yan ZHU
    Chinese Journal of Aeronautics , 2023, (05) : 406 - 420
  • [43] Performance improvement of licklider transmission protocol in complex deep space networks based on parameter optimization
    Guo YU
    Zhenxing DONG
    Yan ZHU
    Chinese Journal of Aeronautics, 2023, 36 (05) : 406 - 420
  • [44] Secure Transmission via Beamforming Optimization for NOMA Networks
    Cao, Yang
    Zhao, Nan
    Chen, Yunfei
    Jin, Minglu
    Ding, Zhiguo
    Li, Yonghui
    Yu, F. Richard
    IEEE WIRELESS COMMUNICATIONS, 2020, 27 (01) : 193 - 199
  • [45] Performance improvement of licklider transmission protocol in complex deep space networks based on parameter optimization
    Yu, Guo
    Dong, Zhenxing
    Zhu, Yan
    CHINESE JOURNAL OF AERONAUTICS, 2023, 36 (05) : 406 - 420
  • [46] Multiobjective Optimization for Beam Hopping and Power Allocation in Dual Satellite Cooperative Transmission Networks
    Li, Tong
    Yao, Rugui
    Fan, Ye
    Zuo, Xiaoya
    Jiang, Lifeng
    IEEE SYSTEMS JOURNAL, 2023, 17 (03): : 3870 - 3881
  • [47] Enhancing the Robustness of Complex Networks against Edge-based-attack Cascading Failures
    Wang, Shuai
    Liu, Jing
    2017 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2017, : 23 - 28
  • [48] BNNC: Improving Performance of Multipath Transmission in Heterogeneous Vehicular Networks
    Zhang, Yuyang
    Dong, Ping
    Du, Xiaojiang
    Luo, Hongbin
    Zheng, Tao
    Guizani, Mohsen
    IEEE ACCESS, 2019, 7 : 158113 - 158125
  • [49] Enhancing Robustness and Performance via Switched Second Order Sliding Mode Control
    Tanelli, Mara
    Ferrara, Antonella
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2013, 58 (04) : 962 - 974
  • [50] Multiobjective design optimization of flexure hinges for enhancing the performance of micro-compliant mechanisms
    Lin, CF
    Shih, CJ
    JOURNAL OF THE CHINESE INSTITUTE OF ENGINEERS, 2005, 28 (06) : 999 - 1003