A convolutional autoencoder-based approach with batch normalization for energy disaggregation

The UK-DALE dataset, domestic appliance-level electricity demand and whole-house demand from five UK homes

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Management, Building Science, Electrical Engineering +17

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

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Engineering, Computer Engineering, Electrical Engineering +17

Neural NILM

Jack Kelly, William J. Knottenbelt · 2015 · 851 citations · Full text

Computing, Computer Science, Energy Management +13

Unsupervised Disaggregation of Low Frequency Power Measurements

Hyungsul Kim, Manish Marwah, Martin Arlitt et al. · 2011 · 636 citations

Computing, Data Science, Data Analytics +14

Power signature analysis

Christopher R. Laughman, K.D. Lee, Robert W. Cox et al. · IEEE Power and Energy Magazine · 2003 · 568 citations

Engineering, Electrical Engineering, Systems Engineering +11