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Bounds and Limit Theorems for a Layered Queueing Model in Electric Vehicle Charging

2018/10/12 by Angelos Aveklouris, Aveklouris, Angelos, Maria Vlasiou +3
Business, Management and Accounting · Engineering · Mathematics · #Advanced Queuing Theory Analysis #Electric Vehicles and Infrastructure #Transportation and Mobility Innovations #math.PR

paper · pdf · doi:10.48550/arxiv.1810.05473

36 pages

arxiv created 2018/10/12 · arxiv updated 2018/10/15

Abstract

The rise of electric vehicles (EVs) is unstoppable due to factors such as the decreasing cost of batteries and various policy decisions. These vehicles need to be charged and will therefore cause congestion in local distribution grids in the future. Motivated by this, we consider a charging station with finitely many parking spaces, in which electric vehicles arrive in order to get charged. An EV has a random parking time and a random charging time. Both the charging rate per vehicle and the charging rate possible for the station are assumed to be limited. Thus, the charging rate of uncharged EVs depends on the number of cars charging simultaneously. This model leads to a layered queueing network in which parking spaces with EV chargers have a dual role, of a server (to cars) and customers (to the grid). We are interested in the performance of the aforementioned model, focusing on the fraction of vehicles that get fully charged. To do so, we develop several bounds and asymptotic (fluid and diffusion) approximations for the vector process, which describes the total number of EVs and the number of not fully charged EVs in the charging station, and we compare these bounds and approximations with numerical outcomes.

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