Genetic algorithm with integer representation of unit start-up and shut-down times for the unit commitment problem

被引:6
|
作者
Dudek, Grzegorz [1 ]
机构
[1] Czestochowa Tech Univ, Inst Elect Power Engn, PL-42200 Czestochowa, Poland
来源
关键词
unit commitment; power generation dispatch; genetic algorithms; evolutionary computation; combinatorial optimization;
D O I
10.1002/etep.142
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
This paper presents an approach for solving the unit commitment problem based on genetic algorithm with integer representation of the unit start-up and shut-down times. The new definition of the decision variables in the unit commitment problem reduces the solution space and computational time of the genetic algorithm. The method incorporates time-dependent start-up costs, demand and reserve constraints, minimum up and down time constraints, ramp rate limit constraints, and units power generation limits. Penalty functions are applied to the infeasible solutions. Test results showed an improvement in effectiveness and computational time compared to results obtained from genetic algorithm with standard binary representation of the unit states and other techniques. Copyright (C) 2006 John Wiley & Sons, Ltd.
引用
收藏
页码:500 / 511
页数:12
相关论文
共 50 条
  • [2] Stochastic Unit Commitment Considering Start-Up and Shut-Down Trajectories
    Guerrero-Mestre, Victoria
    Contreras, Javier
    [J]. 2016 IEEE POWER AND ENERGY SOCIETY GENERAL MEETING (PESGM), 2016,
  • [3] Tight and Compact MILP Formulation of Start-Up and Shut-Down Ramping in Unit Commitment
    Morales-Espana, German
    Latorrel, Jesus M.
    Ramos, Andres
    [J]. 2013 IEEE POWER AND ENERGY SOCIETY GENERAL MEETING (PES), 2013,
  • [4] Tight and Compact MILP Formulation of Start-Up and Shut-Down Ramping in Unit Commitment
    Morales-Espana, German
    Latorre, Jesus M.
    Ramos, Andres
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2013, 28 (02) : 1288 - 1296
  • [5] An MILP model for the thermal unit commitment problem with feasible energy delivery and start-up & shut-down power trajectories
    Deng, Jun
    Wei, Hua
    Li, Jinghua
    [J]. Dianwang Jishu/Power System Technology, 2015, 39 (10): : 2882 - 2888
  • [6] BRANCH-AND-BOUND ALGORITHM FOR START-UP AND SHUT-DOWN PROBLEM OF THERMAL GENERATING UNITS
    OHUCHI, A
    KAJI, I
    [J]. ELECTRICAL ENGINEERING IN JAPAN, 1975, 95 (05) : 461 - 468
  • [7] Start-up and shut-down fluidized bed combustion boilers
    Wiese, D.
    Gericke, B.
    [J]. VGB-Kraftwerkstechnik, 1987, 67 (12): : 1147 - 1158
  • [8] SMOOTHING START-UP AND SHUT-DOWN COSTS - CONCAVE CASE
    SOBEL, MJ
    [J]. MANAGEMENT SCIENCE SERIES A-THEORY, 1970, 17 (01): : 78 - 91
  • [9] SMOOTHING START-UP AND SHUT-DOWN COSTS IN SEQUENTIAL PRODUCTION
    SOBEL, MJ
    [J]. OPERATIONS RESEARCH, 1969, 17 (01) : 133 - &
  • [10] PROCESS AUTOMATION CONFIGURATION TOOL FOR LITTLE-GYPSY-UNIT NO-1 AUTOMATED START-UP SHUT-DOWN
    GHOSH, R
    NORDBO, T
    MUSMECI, N
    EGELSTON, D
    [J]. ELECTRIC POWER SYSTEMS RESEARCH, 1994, 30 (03) : 183 - 190