Liu Non-intrusive Load Monitoring
1. Auflage 2019
ISBN: 978-981-15-1860-7
Verlag: Springer Singapore
Format: PDF
Kopierschutz: 1 - PDF Watermark
Theory, Technologies and Applications
E-Book, Englisch, 277 Seiten
ISBN: 978-981-15-1860-7
Verlag: Springer Singapore
Format: PDF
Kopierschutz: 1 - PDF Watermark
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.
Zielgruppe
Research
Autoren/Hrsg.
Weitere Infos & Material
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.