Authors:
Presents a detailed introduction to and comprehensive description of newly proposed non-intrusive load monitoring technologies for real electrical appliances in modern buildings
Includes a wealth of real-world experiments involving the proposed non-intrusive load monitoring technologies
Highlights the latest advances in deep learning/machine learning for the proposed non-intrusive load monitoring technologies
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Table of contents (10 chapters)
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Front Matter
About this book
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.
Authors and Affiliations
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School of Traffic and Transportation Engineering, Central South University, Changsha, China
Hui Liu
About the author
Professor Hui Liu holds double Ph.D. degrees from both China and Germany. He served as the BMBF Junior Group Leader for Germany’s Ministry of Education & Research at the Institute of Automation, Faculty of Computer Science & Electrical Engineering, University of Rostock, Germany, from 2015 to 2016.
He has published more than 50 international research papers in the fields of smart energy and green cities and holds 40 related patents as the first inventor. He has won many major research awards, including the Natural Science Research Award from the Ministry of Education of China in 2017 (second prize), the National Scientific and Technological Progress Award of China (first prize) in 2018, and the Scientific and Technology Award of the China Railway Society (first prize) in 2018. He currently serves as an associate editor of the journal Transportation Safety& Environment (Oxford University Press) and as a committee member for more than 20 international academic conferences.
Bibliographic Information
Book Title: Non-intrusive Load Monitoring
Book Subtitle: Theory, Technologies and Applications
Authors: Hui Liu
DOI: https://doi.org/10.1007/978-981-15-1860-7
Publisher: Springer Singapore
eBook Packages: Energy, Energy (R0)
Copyright Information: Science Press and Springer Nature Singapore Pte Ltd. 2020
Hardcover ISBN: 978-981-15-1859-1Published: 02 January 2020
Softcover ISBN: 978-981-15-1862-1Published: 02 January 2021
eBook ISBN: 978-981-15-1860-7Published: 12 December 2019
Edition Number: 1
Number of Pages: XIV, 277
Number of Illustrations: 158 b/w illustrations, 20 illustrations in colour
Topics: Energy Efficiency, Artificial Intelligence, Power Electronics, Electrical Machines and Networks