Evaluation of Features Generated by a High-End Low-Cost Electrical Smart Meter

Identification of TV Channel Watching from Smart Meter Data Using Energy Disaggregation

(2021) Pascal A. Schirmer et al.   Energies

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

(2021) Alan Meier et al.   ENERGY AND BUILDINGS

Real-time non-intrusive load monitoring: A light-weight and scalable approach

(2021) Christos L. Athanasiadis et al.   ENERGY AND BUILDINGS

A critical review of state-of-the-art non-intrusive load monitoring datasets

(2020) Hafiz Khurram Iqbal et al.   ELECTRIC POWER SYSTEMS RESEARCH

Data Requirements for Applying Machine Learning to Energy Disaggregation

(2019) Changho Shin et al.   Energies

Statistical and Electrical Features Evaluation for Electrical Appliances Energy Disaggregation

(2019) Pascal A. Schirmer et al.   Sustainability

Multivariate event detection methods for non-intrusive load monitoring in smart homes and residential buildings

(2019) Sarra Houidi et al.   ENERGY AND BUILDINGS

Machine learning approaches for non-intrusive load monitoring: from qualitative to quantitative comparation

(2018) Christoforos Nalmpantis et al.   ARTIFICIAL INTELLIGENCE REVIEW

Comprehensive feature selection for appliance classification in NILM

(2017) N. Sadeghianpourhamami et al.   ENERGY AND BUILDINGS

Non-Intrusive Energy Disaggregation Using Non-Negative Matrix Factorization With Sum-to-k Constraint

(2017) Alireza Rahimpour et al.   IEEE TRANSACTIONS ON POWER SYSTEMS

Exploiting HMM Sparsity to Perform Online Real-Time Nonintrusive Load Monitoring

(2016) Stephen Makonin et al.   IEEE Transactions on Smart Grid

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

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

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

(2012) Ahmed Zoha et al.   SENSORS

Front-End Electronic Circuit Topology Analysis for Model-Driven Classification and Monitoring of Appliance Loads in Smart Buildings

(2012) Dawei He et al.   IEEE Transactions on Smart Grid

Residential Appliances Identification and Monitoring by a Nonintrusive Method

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

Enhancing Electricity Audits in Residential Buildings with Nonintrusive Load Monitoring

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