@inproceedings{2c74de4f66c3484fb235b065b8d10d60,
title = "Fuzzy-Based Weighted Federated Machine Learning Approach for Sustainable Energy Management with IoE Integration",
abstract = "The considerable surge in energy consumption due to population growth and the use of new technology has posed significant challenges to energy security and the environment. Managing energy consumption on the consumer side is crucial as the demand for energy continues to increase. Consumers need to monitor their daily usage and understand consumption standards to prepare themselves for energy efficiency and cost savings. To address these challenges, a Smart Energy Management System (SEMS) based on the Internet of Energy (IoE) has been developed. This system uses day-Ahead planning and accurate energy availability forecasting to manage energy demand in a smart environment with high sustainable energy penetration. The Fuzzy based Weighted Federated Learning (FWFML) approach is integrated into the system to optimize energy management. The SEMS system monitors energy usage at the user level, and a review of management plans has been introduced to improve energy efficiency in terms of 93.5% accuracy, and 6.5% miss-rate. This research work also highlights future challenges in developing SEMS to increase energy efficiency in a more robust manner.",
keywords = "Convergence, Design, Function Selection, Generalization, Optimization",
author = "Ghazal, {Taher M.} and {Iqbal Janjua}, Jamshaid and Sagheer Abbas and Areej Fatima and Muhammad Saleem and Khan, {Muhammad Adnan} and Abdulrahman Alqarafi",
note = "Publisher Copyright: {\textcopyright} 2024 IEEE.; 2024 Systems and Information Engineering Design Symposium, SIEDS 2024 ; Conference date: 03-05-2024",
year = "2024",
doi = "10.1109/SIEDS61124.2024.10534747",
language = "British English",
series = "2024 Systems and Information Engineering Design Symposium, SIEDS 2024",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "112--117",
booktitle = "2024 Systems and Information Engineering Design Symposium, SIEDS 2024",
address = "United States",
}