Grey wolf optimization with momentum for function optimization

被引:2
|
作者
Muto, Takuya [1 ]
Maeda, Michiharu [1 ]
机构
[1] Fukuoka Inst Technol, Fukuoka, Japan
关键词
Metaheuristics; Grey wolf optimization; Momentum; Function optimization;
D O I
10.1007/s10015-021-00684-0
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Grey wolf optimization (GWO) is one of the metaheuristics, which imitates the hierarchy structure and hunting mechanism in nature. In this paper, we propose an algorithm of grey wolf optimization with momentum (GWOM). The momentum has a movement vector of search point from a previous position to a current position. In the proposed algorithm, the momentum is only applied to wolves with the better fitness than that of the previous step. Therefore, wolves are enhanced probability for searching better positions and tend to avoid to local optima. To show the effectiveness of the proposed algorithm, we compare it to existing algorithms by test functions.
引用
收藏
页码:304 / 311
页数:8
相关论文
共 50 条
  • [41] Planning for Distribution System with Grey Wolf Optimization Method
    Ansari, Muhammad Mohsin
    Gu, Chuangxin
    Shaik, Muhammad Suhail
    Chopr, Nitish
    Haq, Inzamamul
    Shen, Lingbing
    JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2020, 15 (04) : 1485 - 1499
  • [42] A Community Detection Algorithm by Utilizing Grey Wolf Optimization
    Han, Cong
    Chen, Mei
    Pan, Lina
    Chen, Xiaoyun
    2017 9TH INTERNATIONAL CONFERENCE ON MODELLING, IDENTIFICATION AND CONTROL (ICMIC 2017), 2017, : 567 - 572
  • [43] Improved hybrid Jaya Grey Wolf optimization algorithm
    Wang, Chu-Xin
    Hu, Zhi-Yuan
    Chen, Yun-Feng
    Tang, Yuan-Jie
    Proceedings - 2022 International Conference on Cloud Computing, Big Data Applications and Software Engineering, CBASE 2022, 2022, : 259 - 263
  • [44] Modified Grey Wolf Optimizer for Global Engineering Optimization
    Mittal, Nitin
    Singh, Urvinder
    Sohi, Balwinder Singh
    APPLIED COMPUTATIONAL INTELLIGENCE AND SOFT COMPUTING, 2016, 2016
  • [45] Discrete Grey Wolf Optimization for Shredded Document Reconstruction
    Badawy, H. A.
    Emary, E.
    Yassien, Mohamed
    Fathi, Mahmoud
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT SYSTEMS AND INFORMATICS 2018, 2019, 845 : 284 - 293
  • [46] Photovoltaic Parameter Estimation Using Grey Wolf Optimization
    Darmansyah
    Robandi, Imam
    2017 3RD INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND ROBOTICS (ICCAR), 2017, : 593 - 597
  • [47] Niching Grey Wolf Optimizer for Multimodal Optimization Problems
    Ahmed, Rasel
    Nazir, Amril
    Mahadzir, Shuhaimi
    Shorfuzzaman, Mohammad
    Islam, Jahedul
    APPLIED SCIENCES-BASEL, 2021, 11 (11):
  • [48] An Improved Grey Wolf Optimization Algorithm with Variable Weights
    Gao, Zheng-Ming
    Zhao, Juan
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2019, 2019
  • [49] A Novel Grey Wolf Optimizer for Solving Optimization Problems
    Khaghani, Amirreza
    Meshkat, Mostafa
    Parhizgar, Mohsen
    2019 5TH IRANIAN CONFERENCE ON SIGNAL PROCESSING AND INTELLIGENT SYSTEMS (ICSPIS 2019), 2019,
  • [50] Process Parameter Optimization in WEDM by Grey Wolf Optimizer
    Kulkarni, Omkar
    Kulkarni, Shalaka
    MATERIALS TODAY-PROCEEDINGS, 2018, 5 (02) : 4402 - 4412