智能电网中基于优先级的预约式电动汽车充电管理研究

doi:10.11896/jsjkx.220200013

Abstract

Abstract: The introduction of electric vehicles(EVs) alleviates greenhouse gases emission.Its application has huge potential in the attempt to achieve green transportation today.However,the long charging time and charging congestion greatly affect the travel experience of EVs.To optimize EV charging,the charging station(CS) selection scheme(where to charge) and the charging scheduling strategy(when to charge) become the core of solving the problem of urban EV charging.In this paper,the preemptive charging scheduling strategy considering the charging priority(CP) is proposed.This strategy allows the preemptive charging of EVs with high urgency of charging(calculated from the charging demand and the remaining parking duration).Based on the CP charging scheduling strategy,a CS selection scheme that further combines reservation information is optimized.This scheme selects the CS with the shortest charging travel time(including one-time charging process) for EVs.Meanwhile,EVs are required to report their charging reservation information to accurately predict the congestion status of CSs,so as to efficiently allocate charging resources.The charging network is simulated through the urban traffic scene of Helsinki.The results show that the charging management scheme,CP scheduling strategy and reservation-based CS selection scheme proposed in this paper,can effectively shorten the average charging travel time of EVs and provide fully charging service for more EVs within a limited parking duration.

Key words: Charging optimization, Charging scheduling, Charging station selection, Electric vehicle, Electric vehicle charging

CLC Number:

TP3-05

ZHANG Jie, TANG Qiang, LIU Shuo-han, CAO Yue, ZHAO Wei, LIU Tao, XIE Shi-ming. Priority Based EV Charging Management Under Service Reservation in Smart Grid[J].Computer Science, 2022, 49(6): 55-65.

References

[1] ZHENG Y,SHAO Z,ZHANG Y,et al.A systematic methodo-logy for mid-and-long term electric vehicle charging load forecasting:The case study of Shenzhen,China[J].Sustainable Ci-ties and Society,2020,56(5):102084.
[2] WU H,PANG G K H,CHOY K L,et al.A scheduling and con-trol system for electric vehicle charging at parking lot[C]//2017 11th Asian Control Conference(ASCC).2017:13-18.
[3] ZHANG T,CHEN W,HAN Z,et al.Charging scheduling ofelectric vehicles with local renewable energy under uncertain electric vehicle arrival and grid power price,IEEE Transactions on Vehicular Technology[J].IEEE Transactions on Vehicular Technology,2014,63(6):2600-2612.
[4] NEYESTANI N,DAMAVANDI M Y,CHICCO G,et al.Effects of PEV traffic flows on the operation of parking lots and charging stations[J].IEEE Transactions on Smart Grid,2018,9(2):1521-1530.
[5] ZHU M,LIU X,KONG L,et al.The charging scheduling problem for electric vehicle networks[C]//2014 IEEE Wireless Communications and Networking Conference(WCNC).2014:3178-3183.
[6] CAI L,PAN J P,ZHAO L,et al.Networked electric vehicles for green intelligent transportation[J].IEEE Communications Standards Magazine,2017,1(2):77-83.
[7] HAUSLER F,CRISOSTOMI E,SCHLOTE A,et al.Stochastic Park-and-Charge Balancing for Fully Electric and Plug-in Hybrid Vehicles[J].IEEE Transactions on Intelligent Transportation Systems,2014,15(2):895-901.
[8] TANG Q,WANG K,LUO Y,et al.Congestion balanced green charging networks for electric vehicles in smart grid[C]//2017 IEEE Global Communications Conference(GLOBECOM 2017).2017:1-6.
[9] GHARBAOUI M,VALCARENGHI L,BRUNO R,et al.AnAdvanced Smart Management System for Electric Vehicle Recharge[C]//IEEE IEVC’ 2012.Greenville,SC,USA,2012.
[10] GUO F,YU F R,ZHANG H,et al.Enabling Massive IoT Toward 6G:A Comprehensive Survey[J].IEEE Internet of Things Journal,2021,8(15):11891-11915.
[11] QIN H,ZHANG W.Charging Scheduling With Minimal Wai-ting in a Network of Electric Vehicles and Charging Stations[C]//ACM VANET’ 11.Las Vegas,Nevada,USA,2011.
[12] CAO Y,WANG T,KAIWARTYA O,et al.An ev chargingmanagement system concerning drivers’ trip duration and mobi-lity uncertainty[J].IEEE Transactions on Systems,Man,and Cybernetics:Systems,2018,48(4):596-607.
[13] CAO Y,LIU S,HE Z,et al.Electric vehicle charging reservation under preemptive service[C]//2019 1st International Confe-rence on Industrial Artificial Intelligence(IAI).2019:1-6.
[14] TIMPNER J,WOLF L.Design and evaluation of charging station scheduling strategies for electric vehicles[J].IEEE Transa-ctions on Intelligent Transportation Systems,2014,15(2):579-588.
[15] OVALLE-VILLAMIL A,HABLY A,BACHA S.Optimal mana-gement and integration of electric vehicles to the grid:Dynamic programming and game theory approach[C]//IEEE Interna-tional Conference on Industrial Technology.2015.
[16] CAO Y,KAIWARTYA O,ZHUANG Y,et al.A decentralized deadline-driven electric vehicle charging recommendation[J].IEEE Systems Journal,2019,13(3):3410-3421.
[17] YAO E,LIU T,LU T,et al.Optimization of electric vehicle scheduling with multiple vehicle types in public transport[J].Sustainable Cities and Society,2020,52:101862.
[18] YANG S,CHENG W,HSU Y,et al.Charge scheduling of electric vehicles in highways[J].Mathematical and Computer Mode-lling,2013,57(11/12):2873-2883.
[19] TIAN Z,JUNG T,WANG Y,et al.Realtime charging stationrecommendation system for electric-vehicle taxis[J].IEEE Transactions on Intelligent Transportation Systems,2016,17(11):3098-3109.
[20] MOGHADDAM Z,AHMAD I,HABIBI D,et al.Smart charging strategy for electric vehicle charging stations[J].IEEE Transactions on Transportation Electrification,2018,4(1):76-88.
[21] RIGAS E S,RAMCHURN S D,BASSILIADES N,et al.Congestion Management for Urban EV Charging Systems[C]//IEEE SmartGrid-Comm’ 13.Vancouver,Canada,2013.
[22] FLATH C M,ILG J P,GOTTWALT S,et al.Improving Electric Vehicle Charging Coordination Through Area Pricing[J].Transportation Science,2013,48(4):619-634.
[23] YAO L,LIM W H,TSAI T,et al.A real-time charging scheme for demand response in electric vehicle parking station[J].IEEE Transactions on Smart Grid,2017,8:52-62.
[24] ISLAM M R,LU H,ISLAM M R,et al.An iot-based decision support tool for improving the performance of smart grids connected with distributed energy sources and electric vehicles[J].IEEE Transactions on Industry Applications,2020,56(4):4552-4562.
[25] DE WEERDT M M,GERDING E H,STEIN S,et al.Intention-Aware Routing to Minimize Delays at Electric Vehicle Charging Stations[C]//Proceedings of the Twenty-Third International Joint Conference on Artificial Intelligence.2013:83-89.
[26] CAO Y,WANG N,KAMEL G,et al.An Electric Vehicle Charging Management Scheme Based on Publish/Subscribe Communication Framework[J].IEEE Systems Journal,2015,11(3):1882-1835.
[27] PAN L,YAO E,YANG Y,et al.A location model for electric vehicle(ev) public charging stations based on drivers’ existing activities[J].Sustainable Cities and Society,2020,59:102192.
[28] YANG H,DENG Y,QIU J,et al.Electric vehicle route selection and charging navigation strategy based on crowd sensing[J].IEEE Transactions on Industrial Informatics,2017,13(5):2214-2226.
[29] KERÄNEN A,OTT J,KÄRKKÄINEN T.The ONE Simulator for DTN Protocol Evaluation[C]//ICST SIMUTools’ 09.Rome,Italy,2009.
[30] Consulants on Demand Automotive[EB/OL].(2013-10-20)[2022-01-10].https://www.codaautomotive.com.
[31] LIU S,CAO Y,RUAN W,et al.EV charging recommendation concerning preemptive service and charging urgency policy[C]//2020 IEEE 92nd Vehicular Technology Conference(VTC2020-Fall).2020:1-5.

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