Non-Intrusive Appliance Recognition

G Hoogsteen, Gerwin Hoogsteen, J.O. Krist, Vincent Bakker, Gerardus Johannes Maria Smit

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

6 Citations (Scopus)

Abstract

Energy conservation becomes more important nowadays. The use of smart meters and, in the near future, smart appliances, are the key to achieve reduction in energy consumption. This research proposes a non-intrusive appliance monitor and recognition system for implementation on an embedded system. The research focuses on computational efficiency of such a system as embedded systems usually have limited computation power. In this paper, research has been done on the effects on the accuracy of the sample frequency. The algorithm first detects an event in which an appliance is turned either on or off. Subsequently its profile is extracted. A hierarchical support vector machine (HSVM) is used to classify the appliance. The result is a complete algorithm that recognizes individual appliances within a household. Tests on this appliance recognizer show that the proposed algorithm can correctly detect appliances with reasonable accuracy.
Original languageEnglish
Title of host publication2012 3rd IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe 2012)
Place of PublicationPiscataway, NJ
PublisherIEEE Power Electronics Society
Pages84
Number of pages7
ISBN (Print)978-1-4673-2596-7
DOIs
Publication statusPublished - 14 Oct 2012
Event2012 IEEE PES Innovative Smart Grid Technologies Europe, ISGT Europe 2012 - Berlin, Germany
Duration: 14 Oct 201216 Oct 2012

Conference

Conference2012 IEEE PES Innovative Smart Grid Technologies Europe, ISGT Europe 2012
Abbreviated titleISGT Europe
CountryGermany
CityBerlin
Period14/10/1216/10/12

Keywords

  • EWI-22810
  • METIS-296195
  • Appliance recognition
  • IR-83559
  • Embedded Systems
  • HSVM

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