Practical limits to the use of non-intrusive load monitoring in commercial buildings

Meier, Alan; Cautley, Dan

doi:10.1016/j.enbuild.2021.111308

Title: Practical limits to the use of non-intrusive load monitoring in commercial buildings

Journal Article · 01 November 2021 · Energy and Buildings

DOI: https://doi.org/10.1016/j.enbuild.2021.111308 · OSTI ID:1810587

; Cautley, Dan

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Sponsoring Organization:: USDOE

Grant/Contract Number:: AC02-05CH11231; AC02-05CH11231

OSTI ID:: 1810587

Journal Information:: Energy and Buildings, Journal Name: Energy and Buildings Journal Issue: C Vol. 251; ISSN 0378-7788

Publisher:: ElsevierCopyright Statement

Country of Publication:: Netherlands

Language:: English

References (14)

Non-intrusive electrical load monitoring in commercial buildings based on steady-state and transient load-detection algorithms Norford, Leslie K.; Leeb, Steven B. Energy and Buildings, Vol. 24, Issue 1 https://doi.org/10.1016/0378-7788(95)00958-2	journal	January 1996
Unsupervised approach for load disaggregation with devices interactions Aiad, Misbah; Lee, Peng Hin Energy and Buildings, Vol. 116 https://doi.org/10.1016/j.enbuild.2015.12.043	journal	March 2016
An enhanced ISODATA algorithm for recognizing multiple electric appliances from the aggregated power consumption dataset Li, Mingchao; Han, Shuai; Shi, Jonathan Energy and Buildings, Vol. 140 https://doi.org/10.1016/j.enbuild.2017.02.006	journal	April 2017
A generative model for non-Intrusive load monitoring in commercial buildings Henriet, Simon; Şimşekli, Umut; Fuentes, Benoit Energy and Buildings, Vol. 177 https://doi.org/10.1016/j.enbuild.2018.07.060	journal	October 2018
The ENERTALK dataset, 15 Hz electricity consumption data from 22 houses in Korea Shin, Changho; Lee, Eunjung; Han, Jeongyun Scientific Data, Vol. 6, Issue 1 https://doi.org/10.1038/s41597-019-0212-5	journal	October 2019
Nonintrusive appliance load monitoring Hart, G. W. Proceedings of the IEEE, Vol. 80, Issue 12 https://doi.org/10.1109/5.192069	journal	January 1992
Enhancing Electricity Audits in Residential Buildings with Nonintrusive Load Monitoring Berges, Mario E.; Goldman, Ethan; Matthews, H. Scott Journal of Industrial Ecology, Vol. 14, Issue 5 https://doi.org/10.1111/j.1530-9290.2010.00280.x	journal	October 2010
Unsupervised Disaggregation of Low Frequency Power Measurements Kim, Hyungsul; Marwah, Manish; Arlitt, Martin Proceedings of the 2011 SIAM International Conference on Data Mining https://doi.org/10.1137/1.9781611972818.64	conference	December 2013
ElectriSense: single-point sensing using EMI for electrical event detection and classification in the home Gupta, Sidhant; Reynolds, Matthew S.; Patel, Shwetak N. Ubicomp '10: The 2010 ACM Conference on Ubiquitous Computing, Proceedings of the 12th ACM international conference on Ubiquitous computing https://doi.org/10.1145/1864349.1864375	conference	September 2010
Towards reproducible state-of-the-art energy disaggregation Batra, Nipun; Kukunuri, Rithwik; Pandey, Ayush BuildSys '19: The 6th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, Proceedings of the 6th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation https://doi.org/10.1145/3360322.3360844	conference	November 2019
NILM based Energy Disaggregation Algorithm for Dairy Farms Yadav, Akhilesh; Sinha, Anuj; Saidi, Abdessamad BuildSys '20: The 7th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, Proceedings of the 5th International Workshop on Non-Intrusive Load Monitoring https://doi.org/10.1145/3427771.3427846	conference	November 2020
Energy Disaggregation for Small and Medium Businesses and their Operational Characteristics Srivastava, Abhinav; Tehria, Paras; Pandey, Basant K. BuildSys '20: The 7th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, Proceedings of the 5th International Workshop on Non-Intrusive Load Monitoring https://doi.org/10.1145/3427771.3427854	conference	November 2020
On the Impact of the Sequence Length on Sequence-to-Sequence and Sequence-to-Point Learning for NILM Reinhardt, Andreas; Bouchur, Mazen BuildSys '20: The 7th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, Proceedings of the 5th International Workshop on Non-Intrusive Load Monitoring https://doi.org/10.1145/3427771.3427857	conference	November 2020
UNet-NILM: A Deep Neural Network for Multi-tasks Appliances State Detection and Power Estimation in NILM Faustine, Anthony; Pereira, Lucas; Bousbiat, Hafsa BuildSys '20: The 7th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, Proceedings of the 5th International Workshop on Non-Intrusive Load Monitoring https://doi.org/10.1145/3427771.3427859	conference	November 2020

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