Evolutionary simplex adaptive Hooke-Jeeves algorithm for economic load dispatch problem considering valve point loading effects

被引:32
作者
Tabassum, Muhammad Farhan [1 ]
Saeed, Muhammad [1 ]
Chaudhry, Nazir Ahmad [2 ]
Ali, Javaid [1 ]
Farman, Muhammad [3 ]
Akram, Sana [1 ]
机构
[1] Univ Management & Technol, Dept Math, Lahore 54000, Pakistan
[2] Lahore Leads Univ, Fac Engn, Dept Math, Lahore 54000, Pakistan
[3] Univ Lahore, Dept Math & Stat, Lahore 54000, Pakistan
关键词
Economic load dispatch; Hybrid method; Hooke and Jeeves method; Genetic algorithm; Valve-point effects; PARTICLE SWARM OPTIMIZATION; HARMONY SEARCH ALGORITHM; SQP METHOD; SERIES; RATIO;
D O I
10.1016/j.asej.2020.04.006
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Economic load dispatch problems are most important in operation and management of the electric power systems which are formulated as optimization problems. Modern deterministic and stochastic optimization techniques are efficient in solving economic load dispatch problems without any limitation because of their capability to seek the global optimal solution. Economic load dispatch problems involve linear equality constraints which are difficult to handle along with discontinuous, non-differentiable and highly non-linear objective functions. The problem becomes challenging for optimization techniques, especially for deterministic methods. This study presents a new approach based on a hybrid algorithm consisting of Genetic algorithm and modified Hooke and Jeeves method to solve the economic load dispatch problems with equality constraints. The performance of proposed Algorithm is tested on five generating systems with valve-point effects. Test results of proposed technique are quite promising and effective, with good convergence property and generation cost to produce better quality solution compared with several state-of-the-art methods. (C) 2020 The Authors. Published by Elsevier B.V. on behalf of Faculty of Engineering, Ain Shams University. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
引用
收藏
页码:1001 / 1015
页数:15
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