An adaptive hybrid backtracking search optimization algorithm for dynamic economic dispatch with valve-point effects

被引:9
作者
Dai, Canyun [1 ]
Hu, Zhongbo [1 ]
Su, Qinghua [1 ]
机构
[1] Yangtze Univ, Sch Informat & Math, Jingzhou, Hubei, Peoples R China
基金
中国国家自然科学基金;
关键词
Backtracking search optimization algorithm; Dynamic economic dispatch; Robustness; Solution accuracy; Valve-point effects; BIOGEOGRAPHY-BASED OPTIMIZATION; DIFFERENTIAL EVOLUTION; HARMONY SEARCH; GENETIC ALGORITHM; UNITS; PSO;
D O I
10.1016/j.energy.2021.122461
中图分类号
O414.1 [热力学];
学科分类号
摘要
Dynamic economic dispatch with valve-point effects (DED_vpe) is a high-dimensional constrained optimization problem with non-convex and non-smooth characteristics. Hybrid methods are one of the most advanced methods to solve the problem. However, most of these methods improve the solution accuracy at the expense of algorithm robustness. This paper proposes an adaptive hybrid backtracking search optimization algorithm (AHBSA) for solving the DED_vpe. The core idea of AHBSA lies in designing a suitable coupling structure based on the current best individual (called optimal partial coupling). The structure hybridizes an improved BSA mutation operator and the DE/best/1 operator with equal probability. The improved BSA mutation operator uses the current best individual and the historical population to update individual position, called BSA/best/old. It is also the first research work of extending BSA to the problem. In addition, an adaptive parameter control mechanism is proposed to select an appropriate 'mixrate' value for achieving better coupling. The performance of AHBSA is validated on six DED test cases of three systems. Experimental results demonstrate that, compared with some representative methods, AHBSA not only reduces the fuel cost but also ensures the robustness of the algorithm. (C) 2021 Elsevier Ltd. All rights reserved.
引用
收藏
页数:20
相关论文
共 50 条
  • [41] An improved Pattern Search based algorithm to solve the Dynamic Economic Dispatch problem with valve-point effect
    Alsumait, J. S.
    Qasem, M.
    Sykulski, J. K.
    Al-Othman, A. K.
    ENERGY CONVERSION AND MANAGEMENT, 2010, 51 (10) : 2062 - 2067
  • [42] NEW INTELLIGENT PARTICLE SWARM OPTIMIZATION ALGORITHM FOR SOLVING ECONOMIC DISPATCH WITH VALVE-POINT EFFECTS
    Lin, Jie
    Chen, Chun-Lung
    Tsai, Shun-Feng
    Yuan, Chengqing
    JOURNAL OF MARINE SCIENCE AND TECHNOLOGY-TAIWAN, 2015, 23 (01): : 44 - 53
  • [43] Enhanced cross-entropy method for dynamic economic dispatch with valve-point effects
    Selvakumar, A. Immanuel
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2011, 33 (03) : 783 - 790
  • [44] A Differential Evolution Algorithm Based on Multi-Population for Economic Dispatch Problems With Valve-Point Effects
    Li, Xueping
    Zhang, Hongjie
    Lu, Zhigang
    IEEE ACCESS, 2019, 7 : 95585 - 95609
  • [45] Symbiotic organisms search algorithm for economic load dispatch problem with valve-point effect
    Guvenc, U.
    Dumana, S.
    Sonmez, Y.
    Kahraman, H. Tolga
    Dosoglu, M. Kenan
    SCIENTIA IRANICA, 2018, 25 (06) : 3490 - 3506
  • [46] Dynamic economic dispatch using artificial bee colony algorithm for units with valve-point effect
    Hemamalini, S.
    Simon, Sishaj P.
    EUROPEAN TRANSACTIONS ON ELECTRICAL POWER, 2011, 21 (01): : 70 - 81
  • [47] A hybrid particle swam optimization employing crossover operation for economic dispatch problems with valve-point effects
    Park, Jong-Bae
    Jeong, Yun-Won
    Shin, Joog-Rin
    Lee, Kwang Y.
    Kim, Jin-Ho
    2007 INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS APPLICATIONS TO POWER SYSTEMS, VOLS 1 AND 2, 2007, : 268 - +
  • [48] Optimization of dynamic economic dispatch with valve-point effect using chaotic sequence based differential evolution algorithms
    He, Dakuo
    Dong, Gang
    Wang, Fuli
    Mao, Zhizhong
    ENERGY CONVERSION AND MANAGEMENT, 2011, 52 (02) : 1026 - 1032
  • [49] An Enhanced Differential Evolution Algorithm Application to Economic Dispatch with Valve-Point Effects and System Losses Considerations
    Sum-Im, Thanathip
    2015 50TH INTERNATIONAL UNIVERSITIES POWER ENGINEERING CONFERENCE (UPEC), 2015,
  • [50] Dynamic Economic Dispatch Using Hybrid DE-SQP for Generating Units with Valve-Point Effects
    Elaiw, A. M.
    Xia, X.
    Shehata, A. M.
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2012, 2012