Data Aging Matters: Federated Learning-Based Consumption Prediction in Smart Homes via Age-Based Model Weighting

Data Aging Matters: Federated Learning-Based Consumption Prediction in Smart Homes via Age-Based Model Weighting

Smart homes, powered mostly by Internet of Things (IoT) devices, have become very popular nowadays due to their ability to provide a holistic approach towards effective energy management. This is made feasible via the deployment of multiple sensors, which enables predicting energy consumption via ma...

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Bibliographic Details
Main Authors: Konstantinos Skianis, Anastasios Giannopoulos, Panagiotis Gkonis, Panagiotis Trakadas
Format: Article
Language:English
Published: MDPI AG 2023-07-01
Series:Electronics
Subjects:
federated learning
energy consumption
smart homes
Online Access:https://www.mdpi.com/2079-9292/12/14/3054

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