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题名

Solving non-convex/non-smooth economic load dispatch problems via an enhanced particle swarm optimization

作者
通讯作者Cheng, Shi; Chu, Xianghua
发表日期
2017-10
DOI
发表期刊
ISSN
1568-4946
EISSN
1872-9681
卷号59页码:229-242
摘要

Economic load dispatch (ELD) problems have been an important issue in optimal operation and planning of power system. Characterized by non-convex/non-smooth properties and various practical constraints, the ELD problems are difficult to solve using conventional optimization techniques. In this paper, an improved orthogonal design particle swarm optimization (IODPSO) algorithm is presented for solving the single-area and multi-area ELD problems with nonlinear characteristics of the generators, such as valve point effects, prohibited operating zones, ramp rate limits and multiple fuels. In the IODPSO algorithm, an orthogonal designed method is used to construct a promising exemplar. Multiple auxiliary vector generating strategies are proposed to enhance the efficiency and effectiveness of orthogonal design operations. A tent chaotic map is employed for the adaptation of the acceleration coefficients, thus improving the proposed algorithm's robustness and global search capabilities. In addition, we designed a repair method to handle the practical constraints. Six cases of ELD problems with different characteristics are utilized to benchmark the proposed algorithm. Experimental results demonstrate that IODPSO algorithm is a promising approach for solving the non-convex/non-smooth ELD problems. (C) 2017 Elsevier B.V. All rights reserved.

关键词
相关链接[来源记录]
收录类别
SCI ; EI
语种
英语
学校署名
其他
资助项目
Fundamental Research Funds for the Central Universities[GK201703062]
WOS研究方向
Computer Science
WOS类目
Computer Science, Artificial Intelligence ; Computer Science, Interdisciplinary Applications
WOS记录号
WOS:000407732600018
出版者
EI入藏号
20172403769922
EI主题词
Chaotic Systems ; Electric Power Plant Loads ; Particle Swarm Optimization (Pso) ; Ramp Generators
EI分类号
Electric Power Transmission:706.1.1 ; Electronic Circuits Other Than Amplifiers, OscillatOrs, ModulatOrs, Limiters, DiscriminatOrs Or Mixers:713.5 ; Computer Software, Data HAndling And Applications:723 ; Systems Science:961
ESI学科分类
COMPUTER SCIENCE
来源库
Web of Science
引用统计
被引频次[WOS]:74
成果类型期刊论文
条目标识符http://sustech.caswiz.com/handle/2SGJ60CL/28588
专题工学院_计算机科学与工程系
作者单位
1.Shenzhen Univ, Dept Management Sci, Shenzhen, Peoples R China
2.Beijing Inst Technol, Sch Management & Econ, Beijing, Peoples R China
3.Beijing Inst Technol, Ctr Energy & Environm Policy Res, Beijing, Peoples R China
4.Shaanxi Normal Univ, Sch Comp Sci, Xian, Shaanxi, Peoples R China
5.Southern Univ Sci & Technol, Dept Comp Sci & Engn, Shenzhen, Peoples R China
推荐引用方式
GB/T 7714
Qin, Quande,Cheng, Shi,Chu, Xianghua,et al. Solving non-convex/non-smooth economic load dispatch problems via an enhanced particle swarm optimization[J]. APPLIED SOFT COMPUTING,2017,59:229-242.
APA
Qin, Quande,Cheng, Shi,Chu, Xianghua,Lei, Xiujuan,&Shi, Yuhui.(2017).Solving non-convex/non-smooth economic load dispatch problems via an enhanced particle swarm optimization.APPLIED SOFT COMPUTING,59,229-242.
MLA
Qin, Quande,et al."Solving non-convex/non-smooth economic load dispatch problems via an enhanced particle swarm optimization".APPLIED SOFT COMPUTING 59(2017):229-242.
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