{"title":"径向馈线中有限传感器的数据驱动拓扑估计","authors":"M. Bariya, A. von Meier, A. Ostfeld, E. Ratnam","doi":"10.1109/GREENTECH.2018.00041","DOIUrl":null,"url":null,"abstract":"Topology estimation is a central part of the wider state estimation problem in electrical networks. We describe a method for data-driven topology estimation in radial distribution feeders with limited sensors. Our algorithm, based on voltage event correlation, estimates a fixed, unknown topology using voltage magnitude measurements collected over several hours and stored in the high performance time-series Berkeley Tree Database. In addition to a topology estimate, our correlation-based algorithm returns a short, human-interpretable snapshot of measurement data that validates the topology estimate. We test our correlation based algorithm on microsynchrophasor data collected on an operational distribution feeder.","PeriodicalId":387970,"journal":{"name":"2018 IEEE Green Technologies Conference (GreenTech)","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2018-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":"{\"title\":\"Data-Driven Topology Estimation with Limited Sensors in Radial Distribution Feeders\",\"authors\":\"M. Bariya, A. von Meier, A. Ostfeld, E. Ratnam\",\"doi\":\"10.1109/GREENTECH.2018.00041\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Topology estimation is a central part of the wider state estimation problem in electrical networks. We describe a method for data-driven topology estimation in radial distribution feeders with limited sensors. Our algorithm, based on voltage event correlation, estimates a fixed, unknown topology using voltage magnitude measurements collected over several hours and stored in the high performance time-series Berkeley Tree Database. In addition to a topology estimate, our correlation-based algorithm returns a short, human-interpretable snapshot of measurement data that validates the topology estimate. We test our correlation based algorithm on microsynchrophasor data collected on an operational distribution feeder.\",\"PeriodicalId\":387970,\"journal\":{\"name\":\"2018 IEEE Green Technologies Conference (GreenTech)\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-04-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"5\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2018 IEEE Green Technologies Conference (GreenTech)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/GREENTECH.2018.00041\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 IEEE Green Technologies Conference (GreenTech)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/GREENTECH.2018.00041","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Data-Driven Topology Estimation with Limited Sensors in Radial Distribution Feeders
Topology estimation is a central part of the wider state estimation problem in electrical networks. We describe a method for data-driven topology estimation in radial distribution feeders with limited sensors. Our algorithm, based on voltage event correlation, estimates a fixed, unknown topology using voltage magnitude measurements collected over several hours and stored in the high performance time-series Berkeley Tree Database. In addition to a topology estimate, our correlation-based algorithm returns a short, human-interpretable snapshot of measurement data that validates the topology estimate. We test our correlation based algorithm on microsynchrophasor data collected on an operational distribution feeder.