A multiple local search algorithm for continuous dynamic optimization

被引:0
|
作者
Julien Lepagnot
Amir Nakib
Hamouche Oulhadj
Patrick Siarry
机构
[1] Université Paris-Est Créteil,Laboratoire Images, Signaux et Systèmes Intelligents, LISSI, E.A. 3956
来源
Journal of Heuristics | 2013年 / 19卷
关键词
Dynamic; Non-stationary; Time-varying; Continuous optimization; Multi-agent; Metaheuristic; Moving peaks;
D O I
暂无
中图分类号
学科分类号
摘要
Many real-world optimization problems are dynamic (time dependent) and require an algorithm that is able to track continuously a changing optimum over time. In this paper, we propose a new algorithm for dynamic continuous optimization. The proposed algorithm is based on several coordinated local searches and on the archiving of the optima found by these local searches. This archive is used when the environment changes. The performance of the algorithm is analyzed on the Moving Peaks Benchmark and the Generalized Dynamic Benchmark Generator. Then, a comparison of its performance to the performance of competing dynamic optimization algorithms available in the literature is done. The obtained results show the efficiency of the proposed algorithm.
引用
收藏
页码:35 / 76
页数:41
相关论文
共 50 条
  • [31] A Novel Particle Swarm Optimization Algorithm with Local Search for Dynamic Constrained Multi-objective Optimization Problems
    Wei, Jingxuan
    Jia, Liping
    2013 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2013, : 2436 - 2443
  • [32] A Particle Swarm Optimization Using Local Stochastic Search for Continuous Optimization
    Ding, Jianli
    Liu, Jin
    Wang, Yun
    Zhang, Wensheng
    Dong, Wenyong
    EMERGING INTELLIGENT COMPUTING TECHNOLOGY AND APPLICATIONS, 2012, 304 : 56 - +
  • [33] Hybrid Harmony Search Optimization Algorithm for Continuous Functions
    Brambila-Hernandez, Jose Alfredo
    Angel Garcia-Morales, Miguel
    Fraire-Huacuja, Hector Joaquin
    Villegas-Huerta, Eduardo
    Becerra-del-Angel, Armando
    MATHEMATICAL AND COMPUTATIONAL APPLICATIONS, 2023, 28 (02)
  • [34] An Improved Harmony Search Algorithm for Continuous Optimization Problems
    Lu, Jing
    Gu, Junhua
    Zhang, Suqi
    Jin, Zhan
    2013 NINTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION (ICNC), 2013, : 402 - 406
  • [35] A New Multiagent Algorithm for Dynamic Continuous Optimization
    Lepagnot, Julien
    Nakib, Amir
    Oulhadj, Hamouche
    Siarry, Patrick
    INTERNATIONAL JOURNAL OF APPLIED METAHEURISTIC COMPUTING, 2010, 1 (01) : 16 - 38
  • [36] A Regional Local Search and Memory based Evolutionary Algorithm for Dynamic Multi-objective Optimization
    Li, Sanyi
    Wang, Yanfeng
    Yue, Weichao
    PROCEEDINGS OF THE 39TH CHINESE CONTROL CONFERENCE, 2020, : 1692 - 1697
  • [37] Enhancing forest optimization algorithm with gravitational search for nonlinear continuous optimization
    Farzi-Veijouyeh, Najibeh
    Matin, Neda
    Sahargahi, Vahideh
    INTERNATIONAL JOURNAL OF GENERAL SYSTEMS, 2024, 53 (7-8) : 971 - 1013
  • [38] Global/local united search algorithm for global optimization
    Zhai, JH
    Yan, YB
    Jin, GF
    Wu, MX
    OPTIK, 1998, 108 (04): : 161 - 164
  • [39] An Improved Firework Algorithm Based on Local Search Optimization
    Gong Sha
    Peng HongYu
    Dai Qi
    Xian HanLiang
    2020 IEEE INTL SYMP ON PARALLEL & DISTRIBUTED PROCESSING WITH APPLICATIONS, INTL CONF ON BIG DATA & CLOUD COMPUTING, INTL SYMP SOCIAL COMPUTING & NETWORKING, INTL CONF ON SUSTAINABLE COMPUTING & COMMUNICATIONS (ISPA/BDCLOUD/SOCIALCOM/SUSTAINCOM 2020), 2020, : 1383 - 1388
  • [40] Cultural Algorithm with Improved Local Search for Optimization Problems
    Awad, Noor H.
    Ali, Mostafa Z.
    Duwairi, Rehab M.
    2013 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2013, : 284 - 291