Tournament-based harmony search algorithm for non-convex economic load dispatch problem

被引:83
|
作者
Al-Betar, Mohammed Azmi [1 ]
Awadallah, Mohammed A. [2 ]
Khader, Ahamad Tajudin [3 ]
Bolaji, Asaju La'aro [4 ]
机构
[1] Al Balqa Appl Univ, Al Huson Univ Coll, Dept Informat Technol, POB 50, Irbid, Jordan
[2] Al Aqsa Univ, Dept Comp Sci, POB 4051, Gaza, Israel
[3] Univ Sains Malaysia, Sch Comp Sci, George Town, Malaysia
[4] Fed Univ Wukari, Fac Pure & Appl Sci, Dept Comp Sci, PMB 1029, Wukari, Taraba State, Nigeria
关键词
Economic load dispatch; Harmony search algorithm; Tournament selection; Power systems; Global optimization; PARTICLE SWARM OPTIMIZATION; BEE COLONY ALGORITHM; BIOGEOGRAPHY-BASED OPTIMIZATION; CHEMICAL-REACTION OPTIMIZATION; HYBRID DIFFERENTIAL EVOLUTION; GENETIC ALGORITHM; SQP METHOD; PSO; UNITS;
D O I
10.1016/j.asoc.2016.05.034
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a tournament-based harmony search (THS) algorithm for economic load dispatch (ELD) problem. The THS is an efficient modified version of the harmony search (HS) algorithm where the random selection process in the memory consideration operator is replaced by the tournament selection process to activate the natural selection of the survival-of-the-fittest principle and thus improve the convergence properties of HS. The performance THS is evaluated with ELD problem using five different test systems: 3-units generator system; two versions of 13-units generator system; 40-units generator system; and large-scaled 80-units generator system. The effect of tournament size (t) on the performance of THS is studied. A comparative evaluation between THS and other existing methods reported in the literature are carried out. The simulation results show that the THS algorithm is capable of achieving better quality solutions than many of the well-popular optimization methods. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:449 / 459
页数:11
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