A Novel Plant Growth Simulation Algorithm for Nonconvex Economic Load Dispatch Problems

Kaiyan Wang, Rui Lang, Weitong He, Rong Jia, Xu Zhuansun
{"title":"A Novel Plant Growth Simulation Algorithm for Nonconvex Economic Load Dispatch Problems","authors":"Kaiyan Wang, Rui Lang, Weitong He, Rong Jia, Xu Zhuansun","doi":"10.1109/ICIEA.2019.8833815","DOIUrl":null,"url":null,"abstract":"A modified plant growth simulation algorithm (MPGSA) is proposed for solving non-convex economic load dispatch (ELD) problems. It's a novel idea to apply PGSA to non-integer optimization problem since initially the algorithm is used for solving nonlinear integer optimization problems and has shown strong searching ability and good convergence. This paper develops the original PGSA for non-integer ELD problems. A newly designed variable multi-step growing mode containing both extensive and refined growing pattern is applied to improve the solution quality. Multiple termination criterions are established to accelerate convergence speed. Besides simple principle and easy to implement, two unique features of PGSA are that it does not need any external parameters and handles the constraints and objective function separately. The proposed approach has been validated on different test systems and better results are obtained as compared with other published methods. This research is of great significance to power system economic operation and energy saving.","PeriodicalId":311302,"journal":{"name":"2019 14th IEEE Conference on Industrial Electronics and Applications (ICIEA)","volume":"78 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 14th IEEE Conference on Industrial Electronics and Applications (ICIEA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICIEA.2019.8833815","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

A modified plant growth simulation algorithm (MPGSA) is proposed for solving non-convex economic load dispatch (ELD) problems. It's a novel idea to apply PGSA to non-integer optimization problem since initially the algorithm is used for solving nonlinear integer optimization problems and has shown strong searching ability and good convergence. This paper develops the original PGSA for non-integer ELD problems. A newly designed variable multi-step growing mode containing both extensive and refined growing pattern is applied to improve the solution quality. Multiple termination criterions are established to accelerate convergence speed. Besides simple principle and easy to implement, two unique features of PGSA are that it does not need any external parameters and handles the constraints and objective function separately. The proposed approach has been validated on different test systems and better results are obtained as compared with other published methods. This research is of great significance to power system economic operation and energy saving.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
一种新的非凸经济负荷调度问题植物生长模拟算法
针对非凸经济负荷调度问题,提出一种改进的植物生长模拟算法(MPGSA)。将PGSA算法应用于非整数优化问题是一个新颖的思路,因为该算法最初是用于求解非线性整数优化问题,并且具有较强的搜索能力和较好的收敛性。本文发展了非整数场问题的原始PGSA。为了提高溶液质量,采用了一种新设计的包含粗放生长模式和精细生长模式的可变多步生长模式。建立了多个终止准则,加快了收敛速度。PGSA除了原理简单、易于实现外,还有两个独特的特点,即不需要任何外部参数,将约束和目标函数分开处理。该方法已在不同的测试系统上进行了验证,与其他已发表的方法相比,获得了更好的结果。该研究对电力系统的经济运行和节能具有重要意义。
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 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Acoustic Sensors to Measure Speed of Oil Flow in Downhole Pipes Energy efficiency analysis of a liquefied natural gas and electric power combined transmission system Design and analysis of a novel tip-tilt stage with high precision for space applications Fault diagnosis of wind turbine bearing using synchrosqueezing wavelet transform and order analysis Smart Home Energy Management Optimization Method Considering ESS and PEV
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1