Non-intrusive Load Monitoring [E-Book] : Theory, Technologies and Applications / by Hui Liu.
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...
Saved in:
Full text |
|
Personal Name(s): | Liu, Hui, author |
Edition: |
1st edition 2020. |
Imprint: |
Singapore :
Springer,
2020
|
Physical Description: |
XIV, 277 pages 178 illustrations, 20 illustrations in color (online resource) |
Note: |
englisch |
ISBN: |
9789811518607 |
DOI: |
10.1007/978-981-15-1860-7 |
Subject (LOC): |
- 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.