An Improved Stochastic Linear Cross-entropy Method for Non-convex Economic Dispatch

Qun Niu, Yang Zhang, Han Wang
{"title":"An Improved Stochastic Linear Cross-entropy Method for Non-convex Economic Dispatch","authors":"Qun Niu, Yang Zhang, Han Wang","doi":"10.1145/3318299.3318387","DOIUrl":null,"url":null,"abstract":"Economic Dispatch (ED) is an important issue in the modern power system operation. This paper proposes an improved stochastic linear cross-entropy algorithm, namely ISCE for solving the ED problem, which is a non-convex, non-linear and non-differential problem subject to a number of equality and inequality constraints. To overcome a drawback of the cross-entropy method (CE) which may easily fall into a local optimum and to enhance the solution diversity, smoothing parameters in CE are modified to become self-adaptive which makes ISCE simpler and more flexible, as well as more effective. A 40-unit ED problem with valve point and a 24-unit combined heat and power economic dispatch problem (CHPED) are investigated. The experimental results confirm that ISCE is a powerful optimization technique in ED problems in terms of solution quality in comparison with some existing methods.","PeriodicalId":164987,"journal":{"name":"International Conference on Machine Learning and Computing","volume":"155 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-02-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Conference on Machine Learning and Computing","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3318299.3318387","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Economic Dispatch (ED) is an important issue in the modern power system operation. This paper proposes an improved stochastic linear cross-entropy algorithm, namely ISCE for solving the ED problem, which is a non-convex, non-linear and non-differential problem subject to a number of equality and inequality constraints. To overcome a drawback of the cross-entropy method (CE) which may easily fall into a local optimum and to enhance the solution diversity, smoothing parameters in CE are modified to become self-adaptive which makes ISCE simpler and more flexible, as well as more effective. A 40-unit ED problem with valve point and a 24-unit combined heat and power economic dispatch problem (CHPED) are investigated. The experimental results confirm that ISCE is a powerful optimization technique in ED problems in terms of solution quality in comparison with some existing methods.
一种改进的随机线性交叉熵法求解非凸经济调度
经济调度是现代电力系统运行中的一个重要问题。本文提出了一种改进的随机线性交叉熵算法,即ISCE,用于求解ED问题。ED问题是一个受若干等式和不等式约束的非凸、非线性、非微分问题。为了克服交叉熵法容易陷入局部最优的缺点和提高解的多样性,对交叉熵法中的平滑参数进行了自适应修改,使交叉熵法更简单、更灵活、更有效。研究了带阀点的40台机组热电联产经济调度问题和24台机组热电联产经济调度问题。实验结果表明,与现有方法相比,ISCE在求解质量方面是一种强大的优化技术。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信