Federated Learning Meets Contract Theory: Economic-Efficiency Framework for Electric Vehicle Networks

• Main Authors: Saputra, Yuris Mulya, Nguyen, Diep N., Hoang, Dinh Thai, X. Vu, Thang, Dutkiewicz, Eryk, Chatzinotas, Symeon
• Format: Article PeerReviewed
• Language: English
• Published: Institute of Electrical and Electronics Engineers Inc. 2022
• Subjects: Electrical and Electronic Engineering; Engineering
• Online Access: https://repository.ugm.ac.id/280307/1/Saputra_SV.pdf; https://repository.ugm.ac.id/280307/; https://ieeexplore.ieee.org/document/9300192; https://doi.org/10.1109/TMC.2020.3045987
• Institution: Universitas Gadjah Mada

In this paper, we propose a novel economic-efficiency framework for an electric vehicle (EV) network to maximize the profits (i.e., the amount of money that can be earned) for charging stations (CSs). To that end, we first introduce an energy demand prediction method for CSs leveraging federated lea...