HYBRID GRASSHOPPER OPTIMIZATION ALGORITHM INCORPORATING WHALE OPTIMIZATION ALGORITHM

被引:0
作者
Liu, Wei [1 ]
Han, Guangyu [1 ]
Li, Tong [1 ]
Ren, Tengteng [1 ]
Yan, Wenlv [1 ]
机构
[1] Shenyang Ligong Univ, Coll Informat Sci & Engn, Shenyang, Peoples R China
来源
UNIVERSITY POLITEHNICA OF BUCHAREST SCIENTIFIC BULLETIN SERIES C-ELECTRICAL ENGINEERING AND COMPUTER SCIENCE | 2024年 / 86卷 / 02期
关键词
Grasshopper optimization algorithm; Whale optimization algorithm; Logistic chaotic maps; Levy fight;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In order to address the issues with the original grasshopper optimization algorithm, this work offers a hybrid grasshopper optimization algorithm (WOGOA). First, the initial population of grasshoppers was mapped by Logistic mapping. Second, the parameter c was changed, and the nonlinear weight was added. Finally, Levy flight was integrated into the spiral bubble net hunting behavior of the whale optimization algorithm and then introduced into the grasshopper optimization algorithm as a whole. The algorithm was benchmarked on 9 test functions. According to the experimental data, WOGOA can deliver outcomes that are highly competitive in terms of convergence ability and accuracy.
引用
收藏
页码:127 / 140
页数:14
相关论文
共 15 条
  • [1] A novel improved whale optimization algorithm for optimization problems with multi-strategy and hybrid algorithm
    Deng, Huaijun
    Liu, Linna
    Fang, Jianyin
    Qu, Boyang
    Huang, Quanzhen
    [J]. MATHEMATICS AND COMPUTERS IN SIMULATION, 2023, 205 : 794 - 817
  • [2] Gao Z., 2020, J. Zhengzhou Univ. (Sci. Edit.), V52, P36
  • [3] Harris hawks optimization: Algorithm and applications
    Heidari, Ali Asghar
    Mirjalili, Seyedali
    Faris, Hossam
    Aljarah, Ibrahim
    Mafarja, Majdi
    Chen, Huiling
    [J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2019, 97 : 849 - 872
  • [4] Particle swarm weighting factor optimisation for predictive control of three level inverter with balanced voltages
    Lammouchi Z.
    Barra K.
    [J]. International Journal of Power Electronics, 2020, 12 (03) : 302 - 316
  • [5] Lan Y X., 2021, MICROELECTRON COMPUT, V38, P21
  • [6] Li Y., 2019, Comput. Appl. Res., V36, P3637
  • [7] The Whale Optimization Algorithm
    Mirjalili, Seyedali
    Lewis, Andrew
    [J]. ADVANCES IN ENGINEERING SOFTWARE, 2016, 95 : 51 - 67
  • [8] The Ant Lion Optimizer
    Mirjalili, Seyedali
    [J]. ADVANCES IN ENGINEERING SOFTWARE, 2015, 83 : 80 - 98
  • [9] Parameter Extraction of Solar Photovoltaic Models Using Enhanced Levy Flight Based Grasshopper Optimization Algorithm
    Mokeddem, Diab
    [J]. JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2021, 16 (01) : 171 - 179
  • [10] LOGISTIC MAP - A POSSIBLE RANDOM-NUMBER GENERATOR
    PHATAK, SC
    RAO, SS
    [J]. PHYSICAL REVIEW E, 1995, 51 (04): : 3670 - 3678