Federated learning for sustainable IoT appliance load monitoring at the edge devices

Abstract Non-intrusive Appliance Load Monitoring (NALM) is an essential technique that enables the tracking of household appliances’ electricity usage, promotes eco-friendly practices, and reduces energy monitoring costs. However, NALM implementation can be challenging due to privacy concerns, parti...

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Bibliographic Details
Main Authors: Gitanjali Wadhwa, Yuvaraj Natarajan, K. R. Sri Preethaa, M. P. Gopinath, M. Shyamala Devi
Format: Article
Language:English
Published: Springer 2025-07-01
Series:Discover Sustainability
Online Access:https://doi.org/10.1007/s43621-025-01409-0
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