Non-intrusive load monitoring of residential loads via Laplacian eigenmaps and hybrid deep learning procedures

• Main Authors: Moradzadeh, Arash, Zakeri, Sahar, Oraibi, Waleed A., Mohammadi Ivatloo, Behnam, Abdul Malek, Zulkurnain, Ghorbani, Reza
• Format: Article
• Language: English
• Published: MDPI 2022
• Subjects: TK Electrical engineering. Electronics Nuclear engineering
• Online Access: http://eprints.utm.my/104522/1/ZulkurnainAbdulMalek2022_NonIntrusiveLoadMonitoringofResidential.pdf; http://eprints.utm.my/104522/; http://dx.doi.org/10.3390/su142214898
• Institution: Universiti Teknologi Malaysia

Today, introducing useful and practical solutions to residential load disaggregation as subsets of energy management has created numerous challenges. In this study, an intelligence hybrid solution based on manifold learning and deep learning applications is presented. The proposed solution presents...