TY - GEN
T1 - Towards Applicability: A Comparative Study onNon-Intrusive Load Monitoring Algorithms
AU - Ren, Huamin
AU - Bianchi, Filippo Maria
AU - Li, Jingyue
AU - Olsen, Rasmus Løvenstein
AU - Jense, Robert
AU - Anfinsen, Stian Normann
PY - 2021/1/10
Y1 - 2021/1/10
N2 - Non-intrusive load monitoring is an important en-ergy disaggregation technology, which can provide appliance-levelconsumption estimation given a series of total consumption overtime, aiding users green awareness and living as well as devicefault detection. Despite of the claimed performance, an insightfulanalysis on practical perspectives is still lacking. In this paperwe therefore propose a unified pipeline to conduct comparativeexperiments on four representative state-of-the-art algorithms.We further provide an in-depth look at two crucial factorsaffecting algorithms’ feasibility in practice, namely sampling rateand transferability, as well as the algorithms’ performance onenergy disaggregation.
AB - Non-intrusive load monitoring is an important en-ergy disaggregation technology, which can provide appliance-levelconsumption estimation given a series of total consumption overtime, aiding users green awareness and living as well as devicefault detection. Despite of the claimed performance, an insightfulanalysis on practical perspectives is still lacking. In this paperwe therefore propose a unified pipeline to conduct comparativeexperiments on four representative state-of-the-art algorithms.We further provide an in-depth look at two crucial factorsaffecting algorithms’ feasibility in practice, namely sampling rateand transferability, as well as the algorithms’ performance onenergy disaggregation.
KW - NILM
KW - deep learning
KW - energy disaggregation
UR - http://www.scopus.com/inward/record.url?scp=85106020905&partnerID=8YFLogxK
U2 - 10.1109/ICCE50685.2021.9427652
DO - 10.1109/ICCE50685.2021.9427652
M3 - Article in proceeding
SN - 978-1-7281-9767-8
T3 - IEEE International Conference on Consumer Electronics, (ICCE)
SP - 1
EP - 5
BT - 2021 IEEE International Conference on Consumer Electronics (ICCE)
PB - IEEE
T2 - 2021 IEEE International Conference on Consumer Electronics (ICCE)
Y2 - 10 January 2021 through 12 January 2021
ER -