Study of Optimal Operation of Cascade Hydropower Stations Based on an Improved Particle Swarm Algorithm

被引:0
|
作者
Zhang, Ming [1 ]
Shi, Sha [1 ]
Wu, Jingxiu [1 ]
Fan, Ziwu [2 ]
Wang, Yingying [2 ]
机构
[1] Nanjing Hydraul Res Inst, Dept Hydraul Engn, Nanjing 210029, Jiangsu, Peoples R China
[2] Nanjing Hydraul Res Inst, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210029, Jiangsu, Peoples R China
关键词
Improve particle swarm optimization; IPSO; Complex cascade hydropower system; Long-term optimal operation; Mutation operator; Particle matrix;
D O I
暂无
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
An improved swarm-intelligence-based algorithm of particle swarm optimization calling IPSP is introduced and applied to the global optimization of complex hydroelectric energy nonlinear dynamic system. Considering the shortcomings of falling into local optimization easily and the post slow convergence speed of the PSO algorithm, the mutation operator of the genetic algorithm is introduced and the an adaptive weighting factor in adopted to improve the global optimization capability and the searching efficiency. A particulate matrix is introduced and achieving the optimal calculation step by step through searching the optimal position in the multi-dimensional of the particles. The algorithm is applied to the complex hydropower system for long-term optimal operation of energy calculation. The calculation results show that the IPSO method has a superior optimization performance on the global optimization problems of complex systems comparing with the conventional mathematical optimization algorithm. Therefore, a new and effective method is provided to solve the global optimization problems of the complex nonlinear dynamic systems of hydroelectric system.
引用
收藏
页数:8
相关论文
共 50 条
  • [1] Optimal Operation of Hydropower Station Based on Improved Particle Swarm Optimization Algorithm
    Ma, Xin
    [J]. ADVANCED RESEARCH ON COMPUTER SCIENCE AND INFORMATION ENGINEERING, 2011, 153 : 226 - 231
  • [2] Optimal operation of cascade reservoirs based on improved particle swarm optimization algorithm
    Peng, Yong
    Liang, Guohua
    Zhou, Huicheng
    [J]. Shuili Fadian Xuebao/Journal of Hydroelectric Engineering, 2009, 28 (04): : 49 - 55
  • [3] Study on combined optimal operation of cascade hydropower stations based on accelerating genetic algorithm
    Wu, Chengguo
    Wang, Yimin
    Huang, Qiang
    Jin, Juliang
    Zhang, Yongyong
    [J]. Shuili Fadian Xuebao/Journal of Hydroelectric Engineering, 2011, 30 (06): : 171 - 177
  • [4] An Improved Slime Mold Algorithm and its Application for Optimal Operation of Cascade Hydropower Stations
    Nguyen, Trong-The
    Wang, Hong-Jiang
    Dao, Thi-Kien
    Pan, Jeng-Shyang
    Liu, Jian-Hua
    Weng, Shaowei
    [J]. IEEE ACCESS, 2020, 8 : 226754 - 226772
  • [5] An improved particle swarm optimization algorithm for optimal operation of cascade reservoirs
    Peng Yong
    [J]. INFORMATION-AN INTERNATIONAL INTERDISCIPLINARY JOURNAL, 2012, 15 (01): : 33 - 40
  • [6] Particle Swarm Optimization for Long-term Operation of Cascade Hydropower Stations
    Chen Lihua
    Zhao Yakun
    Mei Yadong
    Yang Na
    [J]. 2010 ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (APPEEC), 2010,
  • [7] Optimal Operation of Cascade Hydropower Stations Based on Chaos Cultural Sine Cosine Algorithm
    Zou Qiang
    Li Anqiang
    He Xiaocong
    Wang Xuemin
    [J]. 2018 3RD ASIA CONFERENCE ON POWER AND ELECTRICAL ENGINEERING (ACPEE 2018), 2018, 366
  • [8] Lion swarm optimization algorithm for comparative study with application to optimal dispatch of cascade hydropower stations
    Liu, Junfeng
    Li, Dingfang
    Wu, Yun
    Liu, Dedi
    [J]. APPLIED SOFT COMPUTING, 2020, 87
  • [9] Optimal Reservoir Operation Based on Improved Particle Swarm Optimization Algorithm
    Tian, Jiao
    Xie, Jiancang
    Xing, Xiaohong
    [J]. ADVANCES IN HYDROLOGY AND HYDRAULIC ENGINEERING, PTS 1 AND 2, 2012, 212-213 : 502 - 508
  • [10] The Research and Application of the Optimal Operation based on Improved Genetic Algorithm for Small Hydropower Stations in ShaoGuan
    Ye, Linhao
    Zhang, Yao
    Xia, Chengjun
    Hu, Wenjin
    Chen, Lidan
    [J]. ICEMS 2008: PROCEEDINGS OF THE 11TH INTERNATIONAL CONFERENCE ON ELECTRICAL MACHINES AND SYSTEMS, VOLS 1- 8, 2008, : 2707 - 2711