A Modified Cuckoo Search Algorithm for Dynamic Optimization Problems

被引:0
|
作者
Umenai, Yuta [1 ]
Uwano, Fumito [1 ]
Tajima, Yusuke [1 ]
Nakata, Masaya [1 ]
Sato, Hiroyuki [1 ]
Takadama, Keiki [1 ]
机构
[1] Univ Electrocommun, Tokyo, Japan
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a simple modification of the Cuckoo Search called CS for a dynamic environment. In this paper, we consider a dynamic optimization problem where the global optimum can be cyclically changed depending on time. Our modified CS algorithm holds good candidates in order to effectively explore the search space near those candidates with an intensive local search. Our first experiment tests the prosed method on a set of static optimization problems, which aims at evaluating the potential performance of the proposed method. Then, we apply it to a dynamic optimization problem. Experimental results on the static problems show that the proposed method derives a better performance than the conventional method, which suggest the proposed method potentially has a good capability of finding a good solution. On the dynamic problem, the proposed method also performs well while the conventional method fails to find a better solution.
引用
收藏
页码:1757 / 1764
页数:8
相关论文
共 50 条
  • [11] A novel version of Cuckoo search algorithm for solving optimization problems
    Cuong-Le, Thanh
    Minh, Hoang-Le
    Khatir, Samir
    Wahab, Magd Abdel
    Tran, Minh Thi
    Mirjalili, Seyedali
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2021, 186
  • [12] Adaptive cuckoo search algorithm for continuous function optimization problems
    Chi, Rui
    Su, Yi-xin
    Zhang, Dan-hong
    Chi, Xue-xin
    [J]. PROCEEDINGS OF THE 2016 12TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2016, : 672 - 676
  • [13] Application of Cuckoo Search algorithm to Loading Pattern Optimization problems
    de Moura Meneses, Anderson Alvarenga
    da Silva, Patrick Vasconcelos
    Nast, Fernando Nogueira
    Araujo, Lenilson Moreira
    Schirru, Roberto
    [J]. ANNALS OF NUCLEAR ENERGY, 2020, 139
  • [14] A Hybrid Modified Method of the Sine Cosine Algorithm Using Latin Hypercube Sampling with the Cuckoo Search Algorithm for Optimization Problems
    Rosli, Siti Julia
    Rahim, Hasliza A.
    Abdul Rani, Khairul Najmy
    Ngadiran, Ruzelita
    Ahmad, R. Badlishah
    Yahaya, Nor Zakiah
    Abdulmalek, Mohamedfareq
    Jusoh, Muzammil
    Yasin, Mohd Najib Mohd
    Sabapathy, Thennarasan
    Andrew, Allan Melvin
    [J]. ELECTRONICS, 2020, 9 (11) : 1 - 23
  • [15] Cuckoo search algorithm: a metaheuristic approach to solve structural optimization problems
    Gandomi, Amir Hossein
    Yang, Xin-She
    Alavi, Amir Hossein
    [J]. ENGINEERING WITH COMPUTERS, 2013, 29 (01) : 17 - 35
  • [16] AN EFFECTIVE HYBRID FIREFLY ALGORITHM WITH THE CUCKOO SEARCH FOR ENGINEERING OPTIMIZATION PROBLEMS
    Tawhid, Mohamed A.
    Ali, Ahmed F.
    [J]. MATHEMATICAL FOUNDATIONS OF COMPUTING, 2018, 1 (04): : 349 - 368
  • [17] A HYBRID METHOD BASED ON CUCKOO SEARCH ALGORITHM FOR GLOBAL OPTIMIZATION PROBLEMS
    Shehab, Mohammad
    Khader, Ahamad Tajudin
    Laouchedi, Makhlouf
    [J]. JOURNAL OF INFORMATION AND COMMUNICATION TECHNOLOGY-MALAYSIA, 2018, 17 (03): : 469 - 491
  • [18] Cuckoo search algorithm: a metaheuristic approach to solve structural optimization problems
    Amir Hossein Gandomi
    Xin-She Yang
    Amir Hossein Alavi
    [J]. Engineering with Computers, 2013, 29 : 17 - 35
  • [19] A Modified Harmony Search Algorithm for Optimization Problems
    Yang, Jiali
    Zhu, Jihong
    [J]. 2012 FIFTH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID 2012), VOL 2, 2012, : 100 - 104
  • [20] A Cuckoo Search Algorithm for Multimodal Optimization
    Cuevas, Erik
    Reyna-Orta, Adolfo
    [J]. SCIENTIFIC WORLD JOURNAL, 2014,