An experimental study regarding economic load dispatch using search group optimization

被引:11
|
作者
Bhattacharjee, K. [1 ]
Patel, N. [1 ]
机构
[1] Nirma Univ, Dept Elect Engn, Inst Technol, Ahmadabad 382481, Gujarat, India
关键词
Economic load dispatch; Optimization; Prohibited operating zone; Search group optimization; Valve-point loading; LEARNING-BASED OPTIMIZATION; CHEMICAL-REACTION OPTIMIZATION; PARTICLE SWARM OPTIMIZATION; ALGORITHM; NONCONVEX;
D O I
10.24200/sci.2019.51798.2367
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Power System network is formed mainly to generate power from all the generators to fulfil total load demand and transmission line losses. The Economic Load Dispatch (ELD) problem is considered to be one of the most important problems of cost minimization in power system operations. Various approaches have been taken to solve the ELD problem. In this paper a powerful Search Group Optimization (SGO) technique is implemented to solve the ELD problem. SGO maintains a good balance between the exploitation and the exploration phases of the technique. This optimization technique tends to find the promising regions of the search space from the first iteration onwards. The algorithm uses five important steps to reach the optimal solution of the ELD problem. Namely, initial population, initial selection of search group, search group mutation, family generation and new search group selection. Using these five steps, the SGO tends to make a smooth transition towards the optimized solution. The SGO is applied to five test systems and the final results obtained have been compared to various other recently developed optimization techniques. The results prove the robustness, feasibility, effectiveness and efficiency of SGO in terms of computational time and proximity to the global optimum solution. (C) 2020 Sharif University of Technology. All rights reserved.
引用
收藏
页码:3175 / 3189
页数:15
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