An Improved Dual Grey Wolf Optimization Algorithm for Unit Commitment Problem

被引:3
|
作者
Liu, Jian [1 ]
Liu, Sanming [2 ]
机构
[1] Shanghai Dianji Univ, Dept Elect Engn, Shanghai 201306, Peoples R China
[2] Shanghai Dianji Univ, Dept Math & Phys, Shanghai 201306, Peoples R China
关键词
Unit commitment; GWO; bGWO; Dynamic weight;
D O I
10.1007/978-981-10-6373-2_16
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
An improved dual grey wolf optimization (GWO) algorithm with binary and dogmatic parts were proposed. The up and down state of units were optimized by binary grey wolf optimization (bGWO), and the exchange velocity was modified by adding two dynamical factors in random number producing. The GWO was used in units' load scheduling during the process of deciding up-down states and after the solution. One examples with 10 units including 24 period of time was simulated, the results showed the proposed algorithm improved convergence rate and accuracy of the solution.
引用
收藏
页码:156 / 163
页数:8
相关论文
共 50 条
  • [1] An Improved Grey Wolf Optimization Algorithm
    Long, Wen
    Cai, Shao-Hong
    Jiao, Jian-Jun
    Wu, Tie-Bin
    [J]. Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2019, 47 (01): : 169 - 175
  • [2] An improved hybrid grey wolf optimization algorithm
    Zhi-jun Teng
    Jin-ling Lv
    Li-wen Guo
    [J]. Soft Computing, 2019, 23 : 6617 - 6631
  • [3] An improved hybrid grey wolf optimization algorithm
    Teng, Zhi-jun
    Lv, Jin-ling
    Guo, Li-wen
    [J]. SOFT COMPUTING, 2019, 23 (15) : 6617 - 6631
  • [4] An Improved Grey Wolf Algorithm for Global Optimization
    Gai, Wendong
    Qu, Chengzhi
    Liu, Jie
    Zhang, Jing
    [J]. PROCEEDINGS OF THE 30TH CHINESE CONTROL AND DECISION CONFERENCE (2018 CCDC), 2018, : 2494 - 2498
  • [5] Improved Grey Wolf Optimization Algorithm and Application
    Hou, Yuxiang
    Gao, Huanbing
    Wang, Zijian
    Du, Chuansheng
    [J]. SENSORS, 2022, 22 (10)
  • [6] A new binary-coded approach to the unit commitment problem using Grey wolf optimization
    Majidi, H.
    Emadaleslami, M.
    Haghifam, M. R.
    [J]. 2020 28TH IRANIAN CONFERENCE ON ELECTRICAL ENGINEERING (ICEE), 2020, : 1584 - 1588
  • [7] Binary Grey Wolf Optimizer for large scale unit commitment problem
    Panwar, Lokesh Kumar
    Reddy, Srikanth K.
    Verma, Ashu
    Panigrahi, B. K.
    Kumar, Rajesh
    [J]. SWARM AND EVOLUTIONARY COMPUTATION, 2018, 38 : 251 - 266
  • [8] Improved hybrid Jaya Grey Wolf optimization algorithm
    Wang, Chu-Xin
    Hu, Zhi-Yuan
    Chen, Yun-Feng
    Tang, Yuan-Jie
    [J]. Proceedings - 2022 International Conference on Cloud Computing, Big Data Applications and Software Engineering, CBASE 2022, 2022, : 259 - 263
  • [9] An Improved Grey Wolf Optimization Algorithm with Variable Weights
    Gao, Zheng-Ming
    Zhao, Juan
    [J]. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2019, 2019
  • [10] Research on Dynamic Economic Dispatch Optimization Problem Based on Improved Grey Wolf Algorithm
    Yang, Wenqiang
    Zhang, Yihang
    Zhu, Xinxin
    Li, Kunyan
    Yang, Zhile
    [J]. ENERGIES, 2024, 17 (06)