An immune-based ant colony algorithm for static and dynamic optimization

被引：0
|
作者：
Wang, X. [1 ]
Gao, X. Z. [1 ]
Ovaska, S. J. [2 ]
机构：
[1] Aalto Univ, Inst Intelligent Power Elect, Otakaari 5A, FI-02150 Espoo, Finland
[2] Utah State Univ, Dept Elect & Comp Engn, Logan, UT 84322 USA
来源：
2007 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOLS 1-8 | 2007年
基金：
芬兰科学院;
关键词：
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
This paper proposes a hybrid optimization method based on the ant colony and clonal selection algorithms, in which the cloning and mutation operations are embedded in the ant colony to enhance its search capability. The novel algorithm is employed to deal with a few benchmark optimization problems under both static and dynamic environments. Simulation results demonstrate the remarkable advantages of our approach in diverse optimal solutions, closely tracking varying optimum, as well as improved convergence speed.
引用
收藏
页码：1007 / +
页数：2
相关论文
共 50 条
  • [21] Dynamic Path Planning Based on an Improved Ant Colony Optimization with Genetic Algorithm
    Lee, Ming-Gong
    Yu, Kun-Ming
    PROCEEDINGS OF THE 2018 IEEE 7TH ASIA-PACIFIC CONFERENCE ON ANTENNAS AND PROPAGATION (APCAP), 2018, : 134 - 135
  • [22] An Ant Colony Optimization Based Memetic Algorithm for the Dynamic Travelling Salesman Problem
    Mavrovouniotis, Michalis
    Mueller, Felipe Martins
    Yang, Shengxiang
    GECCO'15: PROCEEDINGS OF THE 2015 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, 2015, : 49 - 56
  • [23] Quantum Dynamic Mechanism-based Parallel Ant Colony Optimization Algorithm
    You X.-M.
    Liu S.
    Wang Y.-M.
    International Journal of Computational Intelligence Systems, 2010, 3 (Suppl 1) : 101 - 113
  • [24] Quantum Dynamic Mechanism-based Parallel Ant Colony Optimization Algorithm
    You, Xiao-ming
    Liu, Sheng
    Wang, Yu-ming
    INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS, 2010, 3 : 101 - 113
  • [25] A DYNAMIC ROUTING ALGORITHM IN WIRELESS SENSOR NETWORKS BASED ON ANT COLONY OPTIMIZATION
    Zhou, Xinxin
    Zhao, Yan
    3RD INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND COMPUTER SCIENCE (ITCS 2011), PROCEEDINGS, 2011, : 422 - 425
  • [26] Ant Colony Optimization Based Dynamic Scheduling Routing Algorithm in Internet of Vehicles
    Zhao, Hai-Tao
    Zhu, Xuan-Pei
    He, Chen
    Ren, Xiang
    Zhu, Yin-Yang
    2019 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS - TAIWAN (ICCE-TW), 2019,
  • [27] The Study of Water Supply Network Optimization Based on the Immune Mechanism of Ant Colony Algorithm
    Wang Zongjiang
    INTERNATIONAL CONFERENCE ON GRAPHIC AND IMAGE PROCESSING (ICGIP 2012), 2013, 8768
  • [28] A new charged ant colony algorithm for continuous dynamic optimization
    Tfaili, Walid
    Siarry, Patrick
    APPLIED MATHEMATICS AND COMPUTATION, 2008, 197 (02) : 604 - 613
  • [29] A New Fast Ant Colony Optimization Algorithm: The Saltatory Evolution Ant Colony Optimization Algorithm
    Li, Shugang
    Wei, Yanfang
    Liu, Xin
    Zhu, He
    Yu, Zhaoxu
    MATHEMATICS, 2022, 10 (06)
  • [30] The Ant(λ) ant colony optimization algorithm based on eligibility trace.
    Wang, XR
    Wu, TJ
    2003 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOLS 1-5, CONFERENCE PROCEEDINGS, 2003, : 4065 - 4070
12345