基于VMD能量熵和支持向量机的混合输电线路故障定位

Min Zhao, Zhihui Kang
{"title":"基于VMD能量熵和支持向量机的混合输电线路故障定位","authors":"Min Zhao, Zhihui Kang","doi":"10.3233/jcm-226760","DOIUrl":null,"url":null,"abstract":"Finding the head of a traveling wave is challenging because an overhead line-cable hybrid transmission line’s wave impedance is not constant. Because of this, it is difficult to measure the hybrid transmission line precisely. This leads to the proposal of a hybrid transmission line fault location algorithm, which combines VMD energy entropy for training support vector machines and traveling wave law graphs. The VMD energy entropy is first used to train SVM to identify the faulty section. The method of traveling waves with a single end is utilized to precisely fix the fault distance within the faulty segment when the type of traveling wave has been identified. The simulation results demonstrate that the method provides precise measurements and is effective for hybrid transmission lines with a range of fault distances and grounding resistances.","PeriodicalId":14668,"journal":{"name":"J. Comput. Methods Sci. Eng.","volume":"68 1","pages":"2083-2099"},"PeriodicalIF":0.0000,"publicationDate":"2023-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Fault location in hybrid transmission lines on the basis of VMD energy entropy and SVM\",\"authors\":\"Min Zhao, Zhihui Kang\",\"doi\":\"10.3233/jcm-226760\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Finding the head of a traveling wave is challenging because an overhead line-cable hybrid transmission line’s wave impedance is not constant. Because of this, it is difficult to measure the hybrid transmission line precisely. This leads to the proposal of a hybrid transmission line fault location algorithm, which combines VMD energy entropy for training support vector machines and traveling wave law graphs. The VMD energy entropy is first used to train SVM to identify the faulty section. The method of traveling waves with a single end is utilized to precisely fix the fault distance within the faulty segment when the type of traveling wave has been identified. The simulation results demonstrate that the method provides precise measurements and is effective for hybrid transmission lines with a range of fault distances and grounding resistances.\",\"PeriodicalId\":14668,\"journal\":{\"name\":\"J. Comput. Methods Sci. Eng.\",\"volume\":\"68 1\",\"pages\":\"2083-2099\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-04-25\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"J. Comput. Methods Sci. Eng.\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.3233/jcm-226760\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"J. Comput. Methods Sci. Eng.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.3233/jcm-226760","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

由于架空-电缆混合传输线的波阻抗不是恒定的,因此寻找行波的波头是一项挑战。因此,对混合输电线路进行精确测量是困难的。为此,提出了一种结合VMD能量熵训练支持向量机和行波规律图的混合传输线故障定位算法。首先利用VMD能量熵训练SVM来识别故障截面;在确定行波类型的情况下,采用单端行波法精确确定故障段内的故障距离。仿真结果表明,该方法对具有一定故障距离和接地电阻范围的混合输电线路具有较好的测量效果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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
Fault location in hybrid transmission lines on the basis of VMD energy entropy and SVM
Finding the head of a traveling wave is challenging because an overhead line-cable hybrid transmission line’s wave impedance is not constant. Because of this, it is difficult to measure the hybrid transmission line precisely. This leads to the proposal of a hybrid transmission line fault location algorithm, which combines VMD energy entropy for training support vector machines and traveling wave law graphs. The VMD energy entropy is first used to train SVM to identify the faulty section. The method of traveling waves with a single end is utilized to precisely fix the fault distance within the faulty segment when the type of traveling wave has been identified. The simulation results demonstrate that the method provides precise measurements and is effective for hybrid transmission lines with a range of fault distances and grounding resistances.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Retracted to: Design and dynamics simulation of vehicle active occupant restraint protection system Flip-OFDM Optical MIMO Based VLC System Using ML/DL Approach Using the Structure-Behavior Coalescence Method to Formalize the Action Flow Semantics of UML 2.0 Activity Diagrams Accurate Calibration and Scalable Bandwidth Sharing of Multi-Queue SSDs Looking to Personalize Gaze Estimation Using Transformers
×
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