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Non-intrusive Load Monitoring : Theory, Technologies and Applications / / by Hui Liu



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Autore: Liu Hui Visualizza persona
Titolo: Non-intrusive Load Monitoring : Theory, Technologies and Applications / / by Hui Liu Visualizza cluster
Pubblicazione: Singapore : , : Springer Singapore : , : Imprint : Springer, , 2020
Edizione: 1st ed. 2020.
Descrizione fisica: 1 online resource (288 pages)
Disciplina: 621.317
Soggetto topico: Energy efficiency
Artificial intelligence
Power electronics
Energy Efficiency
Artificial Intelligence
Power Electronics, Electrical Machines and Networks
Nota di contenuto: 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.
Sommario/riassunto: Focusing on non-intrusive load monitoring techniques in the area of smart grids and smart buildings, this book presents a thorough introduction to related basic principles, while also proposing improvements. As the basis of demand-side energy management, the non-intrusive load monitoring techniques are highly promising in terms of their energy-saving and carbon emission reduction potential. The book is structured clearly and written concisely. It introduces each aspect of these techniques with a number of examples, helping readers to understand and use the corresponding results. It provides latest strengths on the non-intrusive load monitoring techniques for engineers and managers of relevant departments. It also offers extensive information and a source of inspiration for researchers and students, while outlining future research directions.
Titolo autorizzato: Non-intrusive Load Monitoring  Visualizza cluster
ISBN: 981-15-1860-2
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: 9910367238003321
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