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Non-Intrusive Load Monitoring: A Power Consumption Based Relaxation

Non-Intrusive Load Monitoring: A Power Consumption Based Relaxation
Abstract: 

Obtaining per-device energy consumption estimates in Non-Intrusive Load Monitoring (NILM) has proven to be a challenging task. We present Power Consumption Clustered Non-Intrusive Load Monitoring (PCC-NILM), a relaxation of the NILM problem that estimates the energy consumed by devices operating in different power ranges. The Approximate Power Trace Decomposition Algorithm (APTDA) is presented as an unsupervised, data-driven solution to the PCC-NILM problem. We show that reliable energy estimates can be obtained by crowdsourcing the results from using 1,456 event detectors applied to the publicly available BLUED dataset.

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Paper Details

Authors:
José M.F. Moura, Mario Bergès
Submitted On:
23 February 2016 - 1:44pm
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Kyle Anderson
Document Year:
2015
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Document Files

KyleAnderson_GlobalSIP2015_Ver2.pdf

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[1] José M.F. Moura, Mario Bergès, "Non-Intrusive Load Monitoring: A Power Consumption Based Relaxation", IEEE SigPort, 2015. [Online]. Available: http://sigport.org/481. Accessed: Jul. 05, 2020.
@article{481-15,
url = {http://sigport.org/481},
author = {José M.F. Moura; Mario Bergès },
publisher = {IEEE SigPort},
title = {Non-Intrusive Load Monitoring: A Power Consumption Based Relaxation},
year = {2015} }
TY - EJOUR
T1 - Non-Intrusive Load Monitoring: A Power Consumption Based Relaxation
AU - José M.F. Moura; Mario Bergès
PY - 2015
PB - IEEE SigPort
UR - http://sigport.org/481
ER -
José M.F. Moura, Mario Bergès. (2015). Non-Intrusive Load Monitoring: A Power Consumption Based Relaxation. IEEE SigPort. http://sigport.org/481
José M.F. Moura, Mario Bergès, 2015. Non-Intrusive Load Monitoring: A Power Consumption Based Relaxation. Available at: http://sigport.org/481.
José M.F. Moura, Mario Bergès. (2015). "Non-Intrusive Load Monitoring: A Power Consumption Based Relaxation." Web.
1. José M.F. Moura, Mario Bergès. Non-Intrusive Load Monitoring: A Power Consumption Based Relaxation [Internet]. IEEE SigPort; 2015. Available from : http://sigport.org/481