利用恒q Gabor变换分析智能电网电压扰动

V. Katić, Aleksandar M. Stanisavljević
{"title":"利用恒q Gabor变换分析智能电网电压扰动","authors":"V. Katić, Aleksandar M. Stanisavljević","doi":"10.1109/INDEL50386.2020.9266255","DOIUrl":null,"url":null,"abstract":"The paper addresses the possibility of using the Constant-Q Gabor transform (QGT) for voltage disturbance analysis in smart grids. We have implemented and tested our ideas on an IEEE-13 bus test system with a high level of distributed generation. We also compare the results of our GT algorithm with the state-of-the-art approaches such as the Fast Fourier Transform (FFT) and the Short-time Fourier Transform (STFT). We show that QGT exhibits significantly better performance in detecting disturbances in the grid than the other two applied methods, even though it has the same computational complexity. We argue that QGT can be a good choice in applications where the computational power of microprocessors is limited, and simplicity is preferable; therefore, it can be a viable alternative to machine learning-based methods.","PeriodicalId":369921,"journal":{"name":"2020 International Symposium on Industrial Electronics and Applications (INDEL)","volume":"22 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Utilization of the Constant-Q Gabor transform for analysis of voltage disturbance in smart grids\",\"authors\":\"V. Katić, Aleksandar M. Stanisavljević\",\"doi\":\"10.1109/INDEL50386.2020.9266255\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The paper addresses the possibility of using the Constant-Q Gabor transform (QGT) for voltage disturbance analysis in smart grids. We have implemented and tested our ideas on an IEEE-13 bus test system with a high level of distributed generation. We also compare the results of our GT algorithm with the state-of-the-art approaches such as the Fast Fourier Transform (FFT) and the Short-time Fourier Transform (STFT). We show that QGT exhibits significantly better performance in detecting disturbances in the grid than the other two applied methods, even though it has the same computational complexity. We argue that QGT can be a good choice in applications where the computational power of microprocessors is limited, and simplicity is preferable; therefore, it can be a viable alternative to machine learning-based methods.\",\"PeriodicalId\":369921,\"journal\":{\"name\":\"2020 International Symposium on Industrial Electronics and Applications (INDEL)\",\"volume\":\"22 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-11-04\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2020 International Symposium on Industrial Electronics and Applications (INDEL)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/INDEL50386.2020.9266255\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 International Symposium on Industrial Electronics and Applications (INDEL)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/INDEL50386.2020.9266255","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

本文讨论了用恒q Gabor变换(QGT)进行智能电网电压扰动分析的可能性。我们已经在一个具有高水平分布式发电的IEEE-13总线测试系统上实现并测试了我们的想法。我们还将GT算法的结果与快速傅里叶变换(FFT)和短时傅里叶变换(STFT)等最先进的方法进行了比较。我们表明,QGT在检测网格中的干扰方面表现出比其他两种应用方法明显更好的性能,即使它具有相同的计算复杂度。我们认为,在微处理器的计算能力有限的应用程序中,QGT是一个很好的选择,简单是可取的;因此,它可以成为基于机器学习的方法的可行替代方案。
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
Utilization of the Constant-Q Gabor transform for analysis of voltage disturbance in smart grids
The paper addresses the possibility of using the Constant-Q Gabor transform (QGT) for voltage disturbance analysis in smart grids. We have implemented and tested our ideas on an IEEE-13 bus test system with a high level of distributed generation. We also compare the results of our GT algorithm with the state-of-the-art approaches such as the Fast Fourier Transform (FFT) and the Short-time Fourier Transform (STFT). We show that QGT exhibits significantly better performance in detecting disturbances in the grid than the other two applied methods, even though it has the same computational complexity. We argue that QGT can be a good choice in applications where the computational power of microprocessors is limited, and simplicity is preferable; therefore, it can be a viable alternative to machine learning-based methods.
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
Monitoring of 6TiSCH infrastructure with MQTT and Zabbix NMS software CMOS IC Design from Schematic Level to Silicon within IC Curricula Using Free CAD Software Multiobjective Feasibility Analysis of Emerging Smart Grid Technologies and Concepts Laboratory Setup for Fault Detection on Overhead Power Lines Based on Magnetic Field Measurement Smart home system solution with the goal of minimizing water consumption
×
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