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 …

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 …

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 …

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 …

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 …

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 …

Minimizing private data disclosures in the smart grid

W Yang, N Li, Y Qi, W Qardaji, S McLaughlin… - Proceedings of the …, 2012 - dl.acm.org
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 …

[HTML][HTML] A supervised event-based non-intrusive load monitoring for non-linear appliances

Z Zheng, H Chen, X Luo - Sustainability, 2018 - mdpi.com
Smart meters generate a massive volume of energy consumption data which can be
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

H Shao, M Marwah, N Ramakrishnan - Proceedings of the AAAI …, 2013 - ojs.aaai.org
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 …

[图书][B] Real life applications of soft computing

A Shukla, R Tiwari, R Kala - 2010 - books.google.com
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 …