University of Hertfordshire

By the same authors

Integration of Temporal Contextual Information for Robust Energy Disaggregation

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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Original languageEnglish
Title of host publication2019 IEEE 38th International Performance Computing and Communications Conference, IPCCC 2019
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781728110257
DOIs
Publication statusPublished - Oct 2019
Event38th IEEE International Performance Computing and Communications Conference, IPCCC 2019 - London, United Kingdom
Duration: 29 Oct 201931 Oct 2019

Publication series

Name2019 IEEE 38th International Performance Computing and Communications Conference, IPCCC 2019

Conference

Conference38th IEEE International Performance Computing and Communications Conference, IPCCC 2019
CountryUnited Kingdom
CityLondon
Period29/10/1931/10/19

Abstract

An extension of the baseline non-intrusive load monitoring approach using temporal contextual information is presented. It uses contextual information in order to capture time-varying power consumption patterns. The proposed methodology was evaluated using datasets of different sampling frequency, number, and types of appliances. The overall energy disaggregation accuracy was improved across all evaluated datasets with the maximum observed improvement in terms of absolute increase of accuracy being equal to 5.7%.

ID: 20229929