Non-Intrusive Load Monitoring: Theory, Technologies and Applications

Introduction.- Detection of Transient Events in Time Series.- Appliance Signature Extraction.- Appliance Identification Based on Template Matching.- Steady State Current Decomposition Based Appliance Identification.- Machine Learning Based Appliance Identification.- Hidden Markov Models Based Appliance Identification.- Deep Learning Based Appliance Identification.- Deterministic Prediction of Electric Load Time Series.- Interval Prediction of Electric Load Time Series.