Non-intrusive Load Monitoring : Theory, Technologies and Applications / / by Hui Liu
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| Autore: |
Liu Hui
|
| Titolo: |
Non-intrusive Load Monitoring : Theory, Technologies and Applications / / by Hui Liu
|
| Pubblicazione: | Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2020 |
| Edizione: | 1st ed. 2020. |
| Descrizione fisica: | 1 online resource (288 pages) |
| Disciplina: | 621.317 |
| Soggetto topico: | Energy policy |
| Artificial intelligence | |
| Electric power production | |
| Energy Policy, Economics and Management | |
| Artificial Intelligence | |
| Electrical Power Engineering | |
| 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 |
| ISBN: | 9789811518607 |
| 9811518602 | |
| Formato: | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione: | Inglese |
| Record Nr.: | 9910367238003321 |
| Lo trovi qui: | Univ. Federico II |
| Opac: | Controlla la disponibilità qui |