Show simple item record

AuthorHimeur, Yassine
AuthorAlsalemi, Abdullah
AuthorBensaali, Faycal
AuthorAmira, Abbes
AuthorAl-Kababji, Ayman
Available date2022-12-29T07:34:45Z
Publication Date2022
Publication NameInternational Journal of Intelligent Systems
ResourceScopus
URIhttp://dx.doi.org/10.1002/int.22876
URIhttp://hdl.handle.net/10576/37838
AbstractSmart nonintrusive load monitoring (NILM) represents a cost-efficient technology for observing power usage in buildings. It tackles several challenges in transitioning into a more effective, sustainable, and digital energy efficiency environment. This paper presents a comprehensive review of recent trends in the NILM field, in which we propose a multiperspective classification of existing smart NILM techniques. More attention is devoted to describing the contributions of deep learning, feature extraction, computing platforms, and application scenarios for NILM development. Accordingly, NILM technical aspects are first investigated, including data collection devices and public data sets. Next, event-based and non-event-based NILM algorithms are overviewed. Furthermore, potential limitations of existing solutions are identified, highlighting their technical challenges, especially those related to security and privacy preservation, data scarcity, results reproduction, and implementation and business difficulties. Lastly, future directions are explored to overcome the identified limitations. 2022 Wiley Periodicals LLC.
SponsorThis paper was made possible by National Priorities Research Program (NPRP) Grant No. 10?0130?170288 from the Qatar National Research Fund (a member of Qatar Foundation). The statements made herein are solely the responsibility of the authors.
Languageen
PublisherJohn Wiley and Sons Ltd
Subjectcomputing platforms
deep learning
NILM
privacy preservation
security
statistical models
transfer learning
TitleRecent trends of smart nonintrusive load monitoring in buildings: A review, open challenges, and future directions
TypeArticle
dc.accessType Abstract Only


Files in this item

FilesSizeFormatView

There are no files associated with this item.

This item appears in the following Collection(s)

Show simple item record