Effective non-intrusive load monitoring of buildings based on a novel multi-descriptor fusion with dimensionality reduction

Non-intrusive load disaggregation solutions for very low-rate smart meter data

(2020) Bochao Zhao et al.   APPLIED ENERGY

Robust event-based non-intrusive appliance recognition using multi-scale wavelet packet tree and ensemble bagging tree

(2020) Yassine Himeur et al.   APPLIED ENERGY

Occupant-centric miscellaneous electric loads prediction in buildings using state-of-the-art deep learning methods

(2020) Anooshmita Das et al.   APPLIED ENERGY

Data fusion strategies for energy efficiency in buildings: Overview, challenges and novel orientations

(2020) Yassine Himeur et al.   Information Fusion

Implementation of a robust real-time non-intrusive load monitoring solution

(2019) Shirantha Welikala et al.   APPLIED ENERGY

Can non-intrusive load monitoring be used for identifying an appliance’s anomalous behaviour?

(2019) Haroon Rashid et al.   APPLIED ENERGY

Prediction of occupancy level and energy consumption in office building using blind system identification and neural networks

(2019) Yixuan Wei et al.   APPLIED ENERGY

Disaggregating power consumption of commercial buildings based on the finite mixture model

(2019) Yang Zhou et al.   APPLIED ENERGY

Endorsing domestic energy saving behavior using micro-moment classification

(2019) Abdullah Alsalemi et al.   APPLIED ENERGY

The Role of Micro-Moments: A Survey of Habitual Behavior Change and Recommender Systems for Energy Saving

(2019) Abdullah Alsalemi et al.   IEEE Systems Journal

Non-Intrusive Load Monitoring and Classification of Activities of Daily Living Using Residential Smart Meter Data

(2019) Michael A. Devlin et al.   IEEE TRANSACTIONS ON CONSUMER ELECTRONICS

Recognition and classification of typical load profiles in buildings with non-intrusive learning approach

(2019) Marco Savino Piscitelli et al.   APPLIED ENERGY

Non-Intrusive Load Monitoring via Multi-Label Sparse Representation-Based Classification

(2019) Shikha Singh et al.   IEEE Transactions on Smart Grid

Multivariate exploration of non-intrusive load monitoring via spatiotemporal pattern network

(2018) Chao Liu et al.   APPLIED ENERGY

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

(2018) Christoforos Nalmpantis et al.   ARTIFICIAL INTELLIGENCE REVIEW

Non-intrusive load monitoring algorithm based on features of V–I trajectory

(2018) A. Longjun Wang et al.   ELECTRIC POWER SYSTEMS RESEARCH

Appliance classification using VI trajectories and convolutional neural networks

(2018) Leen De Baets et al.   ENERGY AND BUILDINGS

Graph Signal Processing: Overview, Challenges, and Applications

(2018) Antonio Ortega et al.   PROCEEDINGS OF THE IEEE

Non-Intrusive Load Disaggregation Using Graph Signal Processing

(2018) Kanghang He et al.   IEEE Transactions on Smart Grid

A Load Identification Algorithm of Frequency Domain Filtering under Current Underdetermined Separation

(2018) Xin Wu et al.   IEEE Access

Residential Household Non-Intrusive Load Monitoring via Graph-Based Multi-Label Semi-Supervised Learning

(2018)   IEEE Transactions on Smart Grid

Modified Cross-Entropy Method for Classification of Events in NILM Systems

(2018) Ram Machlev et al.   IEEE Transactions on Smart Grid

Improving Event-based Non-intrusive Load Monitoring using Graph Signal Processing

(2018) Bochao Zhao et al.   IEEE Access

A game theoretic approach for assessing residential energy-efficiency program considering rebound, consumer behavior, and government policies

(2018) Soroush Safarzadeh et al.   APPLIED ENERGY

A NILM algorithm with enhanced disaggregation scheme under harmonic current vectors

(2018) Aggelos S. Bouhouras et al.   ENERGY AND BUILDINGS

Comprehensive feature selection for appliance classification in NILM

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

Incorporating Appliance Usage Patterns for Non-Intrusive Load Monitoring and Load Forecasting

(2017) Shirantha Welikala et al.   IEEE Transactions on Smart Grid

Deep Sparse Coding for Non-Intrusive Load Monitoring

(2017) Shikha Singh et al.   IEEE Transactions on Smart Grid

Non-intrusive fault identification of power distribution systems in intelligent buildings based on power-spectrum-based wavelet transform

(2016) Hsueh-Hsien Chang   ENERGY AND BUILDINGS

Improving Nonintrusive Load Monitoring Efficiency via a Hybrid Programing Method

(2016) Weicong Kong et al.   IEEE Transactions on Industrial Informatics

Feature Extraction-Based Hellinger Distance Algorithm for Nonintrusive Aging Load Identification in Residential Buildings

(2016) Hsueh-Hsien Chang et al.   IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS

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

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

Non-Intrusive Appliance Load Identification Based on Higher-Order Statistics

(2015) Juan Diego Silva Guedes et al.   IEEE Latin America Transactions

Home appliance load disaggregation using cepstrum-smoothing-based method

(2015) Seongbae Kong et al.   IEEE TRANSACTIONS ON CONSUMER ELECTRONICS

An unsupervised training method for non-intrusive appliance load monitoring

(2014) Oliver Parson et al.   ARTIFICIAL INTELLIGENCE

Stable locality sensitive discriminant analysis for image recognition

(2014) Quanxue Gao et al.   NEURAL NETWORKS

An Empirical Investigation of V-I Trajectory Based Load Signatures for Non-Intrusive Load Monitoring

(2013) Taha Hassan et al.   IEEE Transactions on Smart Grid

Load Signature Study—Part I: Basic Concept, Structure, and Methodology

(2009) Jian Liang et al.   IEEE TRANSACTIONS ON POWER DELIVERY

Nonintrusive Load Monitoring and Diagnostics in Power Systems

(2008) S.R. Shaw et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT