Nonintrusive appliance load monitoring: Review and outlook
M Zeifman, K Roth - IEEE transactions on Consumer …, 2011 - ieeexplore.ieee.org
Consumer systems for home energy management can provide significant energy saving.
Such systems may be based on nonintrusive appliance load monitoring (NIALM), in which …
Such systems may be based on nonintrusive appliance load monitoring (NIALM), in which …
A review of identification and monitoring methods for electric loads in commercial and residential buildings
Y Du, L Du, B Lu, R Harley… - 2010 IEEE Energy …, 2010 - ieeexplore.ieee.org
Electricity consumption in commercial and residential buildings account for around 70
percent of the total electricity consumption in the United States. Through advanced load …
percent of the total electricity consumption in the United States. Through advanced load …
Is disaggregation the holy grail of energy efficiency? The case of electricity
KC Armel, A Gupta, G Shrimali, A Albert - Energy policy, 2013 - Elsevier
This paper aims to address two timely energy problems. First, significant low-cost energy
reductions can be made in the residential and commercial sectors, but these savings have …
reductions can be made in the residential and commercial sectors, but these savings have …
Comprehensive feature selection for appliance classification in NILM
N Sadeghianpourhamami, J Ruyssinck… - Energy and …, 2017 - Elsevier
Since the inception of non-intrusive appliance load monitoring (NILM), extensive research
has focused on identifying an effective set of features that allows to form a unique appliance …
has focused on identifying an effective set of features that allows to form a unique appliance …
A novel method to construct taxonomy electrical appliances based on load signaturesof
HY Lam, GSK Fung, WK Lee - IEEE Transactions on Consumer …, 2007 - ieeexplore.ieee.org
A load signature is an electrical expression that a load device or appliance distinctly
possesses. Load signatures can be applied to produce many useful services and products …
possesses. Load signatures can be applied to produce many useful services and products …
Nonintrusive load monitoring using wavelet design and machine learning
JM Gillis, SM Alshareef… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
This paper presents a new concept based on wavelet design and machine learning applied
to nonintrusive load monitoring. The wavelet coefficients of length-6 filter are determined …
to nonintrusive load monitoring. The wavelet coefficients of length-6 filter are determined …
Minimizing private data disclosures in the smart grid
Smart electric meters pose a substantial threat to the privacy of individuals in their own
homes. Combined with non-intrusive load monitors, smart meter data can reveal precise …
homes. Combined with non-intrusive load monitors, smart meter data can reveal precise …
[HTML][HTML] A supervised event-based non-intrusive load monitoring for non-linear appliances
Smart meters generate a massive volume of energy consumption data which can be
analyzed to recover some interesting and beneficial information. Non-intrusive load …
analyzed to recover some interesting and beneficial information. Non-intrusive load …
A temporal motif mining approach to unsupervised energy disaggregation: Applications to residential and commercial buildings
Non-intrusive appliance load monitoring has emerged as an attractive approach to study
energy consumption patterns without instrumenting every device in a building. The ensuing …
energy consumption patterns without instrumenting every device in a building. The ensuing …
[图书][B] Real life applications of soft computing
Rapid advancements in the application of soft computing tools and techniques have proven
valuable in the development of highly scalable systems. Although many resources on the …
valuable in the development of highly scalable systems. Although many resources on the …