A systematic approach in appliance disaggregation using k-nearest neighbours and naive Bayes classifiers for energy efficiency

On the Bayesian optimization and robustness of event detection methods in NILM

(2017) Leen De Baets et al.   ENERGY AND BUILDINGS

A systematic approach in load disaggregation utilizing a multi-stage classification algorithm for consumer electrical appliances classification

(2017) Chuan Choong Yang et al.   Frontiers in Energy

Time series distance-based methods for non-intrusive load monitoring in residential buildings

(2015) Kaustav Basu et al.   ENERGY AND BUILDINGS

Nonintrusive Load Monitoring: A Temporal Multilabel Classification Approach

(2015) Kaustav Basu et al.   IEEE Transactions on Industrial Informatics

A systematic approach to ON-OFF event detection and clustering analysis of non-intrusive appliance load monitoring

(2015) Chuan Choong Yang et al.   Frontiers in Energy

An unsupervised hierarchical clustering based heuristic algorithm for facilitated training of electricity consumption disaggregation systems

(2014) Farrokh Jazizadeh et al.   ADVANCED ENGINEERING INFORMATICS

An unsupervised training method for non-intrusive appliance load monitoring

(2014) Oliver Parson et al.   ARTIFICIAL INTELLIGENCE

An Efficient, Scalable Time-Frequency Method for Tracking Energy Usage of Domestic Appliances Using a Two-Step Classification Algorithm

(2014) Paula Meehan et al.   Energies

Nonintrusive load monitoring (NILM) performance evaluation

(2014) Stephen Makonin et al.   Energy Efficiency

Towards automated appliance recognition using an EMF sensor in NILM platforms

(2013) Suman Giri et al.   ADVANCED ENGINEERING INFORMATICS

Power-Spectrum-Based Wavelet Transform for Nonintrusive Demand Monitoring and Load Identification

(2013) Hsueh-Hsien Chang et al.   IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS

Non-Intrusive Demand Monitoring and Load Identification for Energy Management Systems Based on Transient Feature Analyses

(2012) Hsueh-Hsien Chang   Energies

Is disaggregation the holy grail of energy efficiency? The case of electricity

(2012) K. Carrie Armel et al.   ENERGY POLICY

Disaggregation of home energy display data using probabilistic approach

(2012) Michael Zeifman   IEEE TRANSACTIONS ON CONSUMER ELECTRONICS

Non-Intrusive Load Monitoring Approaches for Disaggregated Energy Sensing: A Survey

(2012) Ahmed Zoha et al.   SENSORS

Nonintrusive appliance load monitoring: Review and outlook

(2011) Michael Zeifman et al.   IEEE TRANSACTIONS ON CONSUMER ELECTRONICS

User-Centered Nonintrusive Electricity Load Monitoring for Residential Buildings

(2011) Mario Berges et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Residential Appliances Identification and Monitoring by a Nonintrusive Method

(2011) Zhenyu Wang et al.   IEEE Transactions on Smart Grid

Circuit-Level Load Monitoring for Household Energy Management

(2010) Alan Marchiori et al.   IEEE PERVASIVE COMPUTING

Disaggregated End-Use Energy Sensing for the Smart Grid

(2010) Jon Froehlich et al.   IEEE PERVASIVE COMPUTING

Enhancing Electricity Audits in Residential Buildings with Nonintrusive Load Monitoring

(2010) Mario E. Berges et al.   JOURNAL OF INDUSTRIAL ECOLOGY

Does median filtering truly preserve edges better than linear filtering?

(2009) Ery Arias-Castro et al.   ANNALS OF STATISTICS

The impact of informational feedback on energy consumption—A survey of the experimental evidence

(2009) Ahmad Faruqui et al.   ENERGY

Feedback on household electricity consumption: a tool for saving energy?

(2008) Corinna Fischer   Energy Efficiency