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
  • [21] Vital Nodes Identification via Evolutionary Algorithm With Percolation Optimization in Complex Networks
    Liu, Yang
    Zhong, Yebiao
    Li, Xiaoyu
    Zhu, Peican
    Wang, Zhen
    IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, 2024, 11 (04): : 3838 - 3850
  • [22] Analysis of mobility robustness optimization in ultra-dense heterogeneous networks
    Tashan, Waheeb
    Shayea, Ibraheem
    Aldirmaz-Colak, Sultan
    COMPUTER COMMUNICATIONS, 2024, 222 : 241 - 255
  • [23] Enhancing Performance of Random Caching in Large-Scale Heterogeneous Wireless Networks With Random Discontinuous Transmission
    Wen, Wanli
    Cui, Ying
    Zheng, Fu-Chun
    Jin, Shi
    Jiang, Yanxiang
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2018, 66 (12) : 6287 - 6303
  • [24] Towards Robustness Optimization of Complex Networks Based on Redundancy Backup
    Zhang, Xiaoke
    Wu, Jun
    Duan, Cuiying
    Emmerich, Michael T. M.
    Back, Thomas
    2015 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2015, : 2820 - 2826
  • [25] Event-Based Synchronization of Heterogeneous Complex Networks Subject to Transmission Delays
    Wu, Zongze
    Wu, Yuanqing
    Wu, Zheng-Guang
    Lu, Jianquan
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2018, 48 (12): : 2126 - 2134
  • [26] Multiobjective evolutionary pruning of Deep Neural Networks with Transfer Learning for improving their performance and robustness
    Poyatos, Javier
    Molina, Daniel
    Martinez-Seras, Aitor
    Del Ser, Javier
    Herrera, Francisco
    APPLIED SOFT COMPUTING, 2023, 147
  • [27] Robustness enhancement of complex networks via No-Regret learning
    Sohn, Insoo
    ICT EXPRESS, 2019, 5 (03): : 163 - 166
  • [28] Improving Performance of Distributed Collaborative Beamforming in Mobile Wireless Sensor Networks: A Multiobjective Optimization Method
    Sun, Geng
    Zhao, Xiaohui
    Shen, Guojun
    Liu, Yanheng
    Wang, Aimin
    Jayaprakasam, Suhanya
    Zhang, Ying
    Leung, Victor C. M.
    IEEE INTERNET OF THINGS JOURNAL, 2020, 7 (08) : 6787 - 6801
  • [29] 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
  • [30] Optimization method for protecting the robustness of first-order nodes in complex networks
    Chen, Mengjiao
    Wang, Niu
    Wei, Daijun
    AIP ADVANCES, 2024, 14 (10)