Crow Search Algorithm for Continuous Optimization Tasks

被引：0
|
作者：
Kowalski, Piotr A. [1 ,2 ]
Franus, Krystian [1 ]
Lukasik, Szymon [1 ,2 ]
机构：
[1] AGH Univ Sci & Technol, Div Informat Technol & Syst Res, Fac Phys & Appl Comp Sci, Al Mickiewicza 30, PL-30059 Krakow, Poland
[2] Polish Acad Sci, Syst Res Inst, Ul Newelska 6, PL-01447 Warsaw, Poland
来源：
2019 6TH INTERNATIONAL CONFERENCE ON CONTROL, DECISION AND INFORMATION TECHNOLOGIES (CODIT 2019) | 2019年
关键词：
Artificial Intelligence; Computational Intelligence; Optimization; Metaheuristic; Swarm Intelligence; Crow Search Algorithm; SYMBIOTIC ORGANISMS SEARCH; KRILL HERD; FIREFLY ALGORITHM; SELECTION;
D O I：
10.1109/codit.2019.8820600
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
The paper provides an insight into the novel metaheuristic of the Crow Search Algorithm (CSA) as used for continuous optimization tasks. The presented procedure is inspired by the social behaviour of crows. Based on established CEC 2017 benchmark tasks instances, the paper concentrates on performed experimental parameter studies and on a comparison with the existing Particle Swarm Optimization strategy. Building on the test experiences, sets of internal parameters have been formulated which constitute recommendations for other numerical calculations. Finally, some concluding remarks on possible algorithm extensions are given.
引用
收藏
页码：7 / 12
页数：6
相关论文
共 50 条
  • [31] A probabilistic simplified sine cosine crow search algorithm for global optimization problems
    Rao, Yundi
    He, Dengxu
    Qu, Liangdong
    ENGINEERING WITH COMPUTERS, 2023, 39 (03) : 1823 - 1841
  • [32] Topology and size optimization of truss structures using an improved crow search algorithm
    Mashayekhi, Mostafa
    Yousefi, Roghayeh
    STRUCTURAL ENGINEERING AND MECHANICS, 2021, 77 (06) : 779 - 795
  • [33] Improved versions of crow search algorithm for solving global numerical optimization problems
    Sheta, Alaa
    Braik, Malik
    AI-Hiary, Heba
    Mirjahlili, Seyedali
    APPLIED INTELLIGENCE, 2023, 53 (22) : 26840 - 26884
  • [34] Research on crow swarm intelligent search optimization algorithm based on surrogate model
    Xu, Huanwei
    Liu, Liangwen
    Zhang, Miao
    JOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY, 2020, 34 (10) : 4043 - 4049
  • [35] New Caledonian crow learning algorithm: A new metaheuristic algorithm for solving continuous optimization problems
    Al-Sorori, Wedad
    Mohsen, Abdulqader M.
    APPLIED SOFT COMPUTING, 2020, 92
  • [36] A New Hybrid Algorithm Based on Grey Wolf Optimization and Crow Search Algorithm for Unconstrained Function Optimization and Feature Selection
    Arora, Sankalap
    Singh, Harpreet
    Sharma, Manik
    Sharma, Sanjeev
    Anand, Priyanka
    IEEE ACCESS, 2019, 7 : 26343 - 26361
  • [37] An Improved Crow Search Algorithm Based on Spiral Search Mechanism for Solving Numerical and Engineering Optimization Problems
    Han, Xiaoxia
    Xu, Quanxi
    Yue, Lin
    Dong, Yingchao
    Xie, Gang
    Xu, Xinying
    IEEE ACCESS, 2020, 8 : 92363 - 92382
  • [38] High-utility itemsets mining integrating an improved crow search algorithm and particle search optimization
    Ledmi M.
    Ledmi A.
    Souidi M.E.H.
    Hamdi-Cherif A.
    Maarouk T.M.
    Hamdi-Cherif C.K.-M.
    Soft Computing, 2024, 28 (13-14) : 8471 - 8496
  • [39] Improving backtracking search algorithm with variable search strategies for continuous optimization
    Tsai, Hsing-Chih
    APPLIED SOFT COMPUTING, 2019, 80 : 567 - 578
  • [40] A multiple local search algorithm for continuous dynamic optimization
    Lepagnot, Julien
    Nakib, Amir
    Oulhadj, Hamouche
    Siarry, Patrick
    JOURNAL OF HEURISTICS, 2013, 19 (01) : 35 - 76
12345