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Explainability Analysis of V2G Aggregated Capacity Prediction
2025 International Conference on Control, Automation and Diagnosis (ICCAD)The integration of Vehicle-to-Grid (V2G) systems in smart grids requires accurate and interpretable predictive models to estimate Aggregated Available Capacity (AAC) and optimize energy flows. This study presents a proof of concept for explainable AI (XAI) methodologies applied to AAC prediction, leveraging a dataset of vehicle mobility patterns ...
Francesca Sapuppo +5 more
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A novel pricing policy for G2V and V2G services
2017 14th IEEE Annual Consumer Communications & Networking Conference (CCNC), 2017In order to keep Electric Vehicles (EVs) far from causing peaks in power demand during the day, it is important to perform an intelligent management for EVs charging and discharging services by including different metrics in a pricing policy. In this paper, we propose a novel pricing policy for EV charging (G2V) and discharging (V2G) services, in order
Chekired Djabir Abd Eldjalil +3 more
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History, Definition, and Status of V2G
2019Starting with the basics, this chapter defines the conceptualization of vehicle-to-grid and reviews the three elements necessary to a vehicle-to-grid system, including a power connection, communication capability and aggregation, and the means to audit services rendered to the grid. Next, the focus turns to the services that vehicle-to-grid can and, in
Lance Noel +3 more
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Congestion Games for V2G-Enabled EV Charging
Proceedings of the AAAI Conference on Artificial Intelligence, 2014A model of the problem of charging and discharging electrical vehicles as a congestion game is presented. A generalization of congestion games - feedback congestion games (FCG) - is introduced. The charging of grid-integrated vehicles, which can also discharge energy back to the grid, is a natural FCG application.
Benny Lutati +3 more
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The Economic and Business Challenges to V2G
2019Building on the idea that the technical barriers of vehicle-to-grid form the basis of the other sociotechnical barriers, this chapter discusses how the technical elements of vehicle-to-grid impact its economic effectiveness. To do so, the chapter employs a cost-benefit perspective, building upon a comparison between an electric vehicle and a ...
Lance Noel +3 more
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The Regulatory and Political Challenges to V2G
2019In order for vehicle-to-grid to viably provide services to the electricity grid and gain new revenue streams, a proper regulatory framework needs to be in place. From this perspective, there are several obstacles to the implementation of vehicle-to-grid.
Lance Noel +3 more
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Electric Vehicle-to-Grid (V2G) Technologies: Impact on the Power Grid and Battery
Sustainability, 2022M Hasanuzzaman +2 more
exaly