{"title":"Nonintrusive monitoring of miscellaneous and electronic loads","authors":"Michael Zeifman, C. Akers, K. Roth","doi":"10.1109/ICCE.2015.7066424","DOIUrl":null,"url":null,"abstract":"A new method is proposed for monitoring miscellaneous and electronic loads (MELs) in a household. In this method, the current signal obtained at a main breaker or circuit level is disaggregated by detection of transients and classification of the waveforms. The classification is realized by probabilistic fusion of a harmonics-based classifier and a multivariate statistical technique. The results demonstrate the feasibility of the proposed method.","PeriodicalId":169402,"journal":{"name":"2015 IEEE International Conference on Consumer Electronics (ICCE)","volume":"223 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-03-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"9","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2015 IEEE International Conference on Consumer Electronics (ICCE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICCE.2015.7066424","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 9
Abstract
A new method is proposed for monitoring miscellaneous and electronic loads (MELs) in a household. In this method, the current signal obtained at a main breaker or circuit level is disaggregated by detection of transients and classification of the waveforms. The classification is realized by probabilistic fusion of a harmonics-based classifier and a multivariate statistical technique. The results demonstrate the feasibility of the proposed method.