Analysis and quality of service evaluation of a fast charging station for electric vehicles

Electrification of transportation is considered as one of the most promising ways to mitigate climate change and reduce national security risks from oil and gasoline imports. Fast charging stations that provide high quality of service will facilitate the wide market penetration of electric vehicles. In this paper, the operation of a fast charging station is analyzed by employing a novel queuing model. The proposed analysis considers that the various electric vehicle models are classified by their battery size, and computes the customers' mean waiting time in the queue by taking into account the available charging spots, as well as the stochastic arrival process and the stochastic recharging needs of the various electric vehicle classes. Furthermore, a charging strategy is proposed according to which the drivers are motivated to limit their energy demands. The implementation of the proposed strategy allows the charging station to serve more customers without any increase in the queue waiting time. The high precision of the present analytical model is confirmed through simulations. Therefore, it may be utilized by existing fast charging station operators that need to provide high quality of service, or by future investors that need to design an efficient installation.

[1]  Fabrizio Granelli,et al.  Electric Power Allocation in a Network of Fast Charging Stations , 2013, IEEE Journal on Selected Areas in Communications.

[2]  Soumaya Cherkaoui,et al.  Queuing model for EVs charging at public supply stations , 2013, 2013 9th International Wireless Communications and Mobile Computing Conference (IWCMC).

[3]  Alexis Kwasinski,et al.  Spatial and Temporal Model of Electric Vehicle Charging Demand , 2012, IEEE Transactions on Smart Grid.

[4]  Mohamed M. Abdallah,et al.  A pricing-based load shifting framework for EV fast charging stations , 2014, 2014 IEEE International Conference on Smart Grid Communications (SmartGridComm).

[5]  Gaetano Zizzo,et al.  An optimization approach for efficient management of EV parking lots with batteries recharging facilities , 2013, J. Ambient Intell. Humaniz. Comput..

[6]  Qi Zhang,et al.  A methodology for economic and environmental analysis of electric vehicles with different operational conditions , 2013 .

[7]  Antonio Colmenar-Santos,et al.  Macro economic impact, reduction of fee deficit and profitability of a sustainable transport model based on electric mobility. Case study: City of León (Spain) , 2014 .

[8]  Xiao-Ping Zhang,et al.  Modeling of Plug-in Hybrid Electric Vehicle Charging Demand in Probabilistic Power Flow Calculations , 2012, IEEE Transactions on Smart Grid.

[9]  Toshikazu Kimura,et al.  Approximations for multi-server queues: System interpolations , 1994, Queueing Syst. Theory Appl..

[10]  Tim Brown,et al.  The optimization of DC fast charging deployment in California , 2015 .

[11]  Zhihua Qu,et al.  Scheduling and cooperative control of electric vehicles' charging at highway service stations , 2014, 53rd IEEE Conference on Decision and Control.

[12]  U. Narayan Bhat,et al.  An Introduction to Queueing Theory: Modeling and Analysis in Applications , 2006 .

[13]  A. Rufer,et al.  An ultrafast EV charging station demonstrator , 2012, International Symposium on Power Electronics Power Electronics, Electrical Drives, Automation and Motion.

[14]  Roberto Gallea,et al.  Heuristic-Based Shiftable Loads Optimal Management in Smart Micro-Grids , 2015, IEEE Transactions on Industrial Informatics.

[15]  Fabrizio Granelli,et al.  Local energy storage sizing in plug-in hybrid electric vehicle charging stations under blocking probability constraints , 2011, 2011 IEEE International Conference on Smart Grid Communications (SmartGridComm).

[16]  Muhamad Reza,et al.  Distribution grid impact of Plug-In Electric Vehicles charging at fast charging stations using stochastic charging model , 2011, Proceedings of the 2011 14th European Conference on Power Electronics and Applications.

[17]  Pierluigi Siano,et al.  Electric Vehicles integration in demand response programs , 2014, 2014 International Symposium on Power Electronics, Electrical Drives, Automation and Motion.

[18]  Sjoerd Bakker,et al.  Niche accumulation and standardization – the case of electric vehicle recharging plugs , 2015 .

[19]  Payam Sadeghi-Barzani,et al.  Optimal fast charging station placing and sizing , 2014 .

[20]  László Prikler,et al.  Stochastic modelling of EV charging at charging stations , 2012 .

[21]  P. T. Krein,et al.  Review of Battery Charger Topologies, Charging Power Levels, and Infrastructure for Plug-In Electric and Hybrid Vehicles , 2013, IEEE Transactions on Power Electronics.

[22]  Michael Devetsikiotis,et al.  Decentralized control of electric vehicles in a network of fast charging stations , 2013, 2013 IEEE Global Communications Conference (GLOBECOM).

[23]  Michael Devetsikiotis,et al.  EV charging stations and modes: International standards , 2014, 2014 International Symposium on Power Electronics, Electrical Drives, Automation and Motion.

[24]  Guoqing Xu,et al.  Regulated Charging of Plug-in Hybrid Electric Vehicles for Minimizing Load Variance in Household Smart Microgrid , 2013, IEEE Transactions on Industrial Electronics.

[25]  Hal Turton,et al.  Conditions for the successful deployment of electric vehicles – A global energy system perspective , 2012 .

[26]  Rodrigo Garcia-Valle,et al.  Letter to the Editor: Electric Vehicle Demand Model for Load Flow Studies , 2009 .

[27]  Sandra Bellekom,et al.  Electric cars and wind energy: Two problems, one solution? A study to combine wind energy and electric cars in 2020 in The Netherlands , 2012 .

[28]  Weihua Zhuang,et al.  Plug-in electric vehicle charging demand estimation based on queueing network analysis , 2014, 2014 IEEE PES General Meeting | Conference & Exposition.

[29]  John S. Vardakas Electric vehicles charging management in communication controlled fast charging stations , 2014, 2014 IEEE 19th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD).

[30]  Natarajan Gautam,et al.  Analysis of Queues: Methods and Applications , 2017 .

[31]  H. T. Mouftah,et al.  Quality of service in Plug-in Electric Vehicle charging infrastructure , 2012, 2012 IEEE International Electric Vehicle Conference.

[32]  Ahmad Al Hanbali,et al.  Approximations for the waiting-time distribution in an $$M/PH/c$$M/PH/c priority queue , 2015, OR Spectr..

[33]  Giorgio Rizzoni,et al.  PEV charging control for a parking lot based on queuing theory , 2013, 2013 American Control Conference.

[34]  A. Scaglione,et al.  A Scalable Stochastic Model for the Electricity Demand of Electric and Plug-In Hybrid Vehicles , 2014, IEEE Transactions on Smart Grid.