{"title":"Towards systematic performance evaluation of non-intrusive load monitoring algorithms and systems","authors":"Lucas Pereira, N. Nunes","doi":"10.1109/SUSTAINIT.2015.7101373","DOIUrl":null,"url":null,"abstract":"In this paper we present our approach to create an end-to-end software platform to enable the creation of meaningful and systematic, cross-dataset performance evaluations and benchmarks of Non-Intrusive Load Monitoring technology. We specifically propose a new file format to represent public datasets, a software framework to implement algorithms and metrics as well as the application of ceiling analysis to evaluate the overall performance of NILM systems.","PeriodicalId":229673,"journal":{"name":"2015 Sustainable Internet and ICT for Sustainability (SustainIT)","volume":"9 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-04-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2015 Sustainable Internet and ICT for Sustainability (SustainIT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SUSTAINIT.2015.7101373","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 5
Abstract
In this paper we present our approach to create an end-to-end software platform to enable the creation of meaningful and systematic, cross-dataset performance evaluations and benchmarks of Non-Intrusive Load Monitoring technology. We specifically propose a new file format to represent public datasets, a software framework to implement algorithms and metrics as well as the application of ceiling analysis to evaluate the overall performance of NILM systems.
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