Online EV Charging Scheduling With On-Arrival Commitment

The rapid proliferation of electric vehicles has resulted in a drastic increase in the total energy demand of EVs. Given the limited charging rate capacity of charging stations and uncertainty of EV arrivals, the aggregate demand might go beyond the charging station capacity, even with proper scheduling. This paper formulates a social welfare maximization problem for EV charging scheduling with charging capacity constraint. Even though the underlying problem is linear, it is difficult to tackle since the input to the problem, i.e., the charging profile of EVs, reveals in online fashion. We devise charging scheduling algorithms that not only work in the online scenario, but also provide the following two key features: 1) on-arrival commitment; respecting the capacity constraint may hinder fulfilling charging requirement of the deadline-constrained EVs entirely. Therefore, committing a guaranteed charging amount upon arrival of each EV is highly essential; 2) (group)-strategy-proofness as a salient feature to promote EVs to reveal their true type and do not collude with other EVs. Extensive simulations using real traces demonstrate the effectiveness of our online scheduling algorithms as compared to the optimal non-committed offline solution.

[1]  Danny H. K. Tsang,et al.  Eliciting Multi-Dimensional Flexibilities From Electric Vehicles: A Mechanism Design Approach , 2019, IEEE Transactions on Power Systems.

[2]  Mehdi Ferdowsi,et al.  Plug-in hybrid electric vehicles: Charging load profile extraction based on transportation data , 2011, 2011 IEEE Power and Energy Society General Meeting.

[3]  Noël Crespi,et al.  Competitive Online Scheduling Algorithms with Applications in Deadline-Constrained EV Charging , 2018, 2018 IEEE/ACM 26th International Symposium on Quality of Service (IWQoS).

[4]  Yossi Azar,et al.  Truthful Online Scheduling with Commitments , 2015, EC.

[5]  Zhigang Cao,et al.  Charging Scheduling of Electric Vehicles With Local Renewable Energy Under Uncertain Electric Vehicle Arrival and Grid Power Price , 2013, IEEE Transactions on Vehicular Technology.

[6]  Ishai Menache,et al.  Efficient online scheduling for deadline-sensitive jobs: extended abstract , 2013, SPAA.

[7]  Ehab F. El-Saadany,et al.  Online Intelligent Demand Management of Plug-In Electric Vehicles in Future Smart Parking Lots , 2016, IEEE Systems Journal.

[8]  Nicholas R. Jennings,et al.  An Online Mechanism for Multi-Unit Demand and its Application to Plug-in Hybrid Electric Vehicle Charging , 2013, J. Artif. Intell. Res..

[9]  Zhihua Qu,et al.  Distributed Scheduling and Cooperative Control for Charging of Electric Vehicles at Highway Service Stations , 2017, IEEE Transactions on Intelligent Transportation Systems.

[10]  Allan Borodin,et al.  Online computation and competitive analysis , 1998 .

[11]  Ness B. Shroff,et al.  Online welfare maximization for electric vehicle charging with electricity cost , 2014, e-Energy.

[12]  Chunyan Miao,et al.  Optimal Electric Vehicle Fast Charging Station Placement Based on Game Theoretical Framework , 2018, IEEE Transactions on Intelligent Transportation Systems.

[13]  MengChu Zhou,et al.  Optimal Load Scheduling of Plug-In Hybrid Electric Vehicles via Weight-Aggregation Multi-Objective Evolutionary Algorithms , 2017, IEEE Transactions on Intelligent Transportation Systems.

[14]  Lang Tong,et al.  Optimal deadline scheduling with commitment , 2011, 2011 49th Annual Allerton Conference on Communication, Control, and Computing (Allerton).

[15]  Yue Cao,et al.  Toward Efficient Electric-Vehicle Charging Using VANET-Based Information Dissemination , 2017, IEEE Transactions on Vehicular Technology.

[16]  Minghua Chen,et al.  Peak-minimizing online EV charging: Price-of-uncertainty and algorithm robustification , 2015, 2015 IEEE Conference on Computer Communications (INFOCOM).

[17]  Nicholas R. Jennings,et al.  A model-based online mechanism with pre-commitment and its application to electric vehicle charging , 2012, AAMAS.

[18]  A. Santos,et al.  Summary of Travel Trends: 2009 National Household Travel Survey , 2011 .

[19]  Liz Sonenberg Online Mechanism Design for Electric Vehicle Charging , 2011 .

[20]  Poria Fajri,et al.  Intelligent Charge Rate Optimization of PHEVs Incorporating Driver Satisfaction and Grid Constraints , 2017, IEEE Transactions on Intelligent Transportation Systems.

[21]  Danny H. K. Tsang,et al.  Optimal Scheduling for Electric Vehicle Charging With Discrete Charging Levels in Distribution Grid , 2018, IEEE Transactions on Smart Grid.

[22]  Lang Tong,et al.  iEMS for large scale charging of electric vehicles: Architecture and optimal online scheduling , 2012, 2012 IEEE Third International Conference on Smart Grid Communications (SmartGridComm).

[23]  Roger B. Myerson,et al.  Optimal Auction Design , 1981, Math. Oper. Res..

[24]  Mohammad Taghi Hajiaghayi,et al.  Online auctions with re-usable goods , 2005, EC '05.

[25]  H. Moulin Incremental cost sharing: Characterization by coalition strategy-proofness , 1999 .

[26]  Xiaojun Lin,et al.  Robust Online Algorithms for Peak-Minimizing EV Charging Under Multistage Uncertainty , 2017, IEEE Transactions on Automatic Control.

[27]  Vaneet Aggarwal,et al.  Control of Charging of Electric Vehicles Through Menu-Based Pricing , 2016, IEEE Transactions on Smart Grid.

[28]  Xue Liu,et al.  Auc2Charge: An Online Auction Framework for Eectric Vehicle Park-and-Charge , 2015, e-Energy.

[29]  Tansu Alpcan,et al.  Optimal Charging of Electric Vehicles Taking Distribution Network Constraints Into Account , 2015, IEEE Transactions on Power Systems.

[30]  Ufuk Topcu,et al.  An approximately truthful mechanism for electric vehicle charging via joint differential privacy , 2015, 2015 American Control Conference (ACC).

[31]  Ying Jun Zhang,et al.  Online Coordinated Charging Decision Algorithm for Electric Vehicles Without Future Information , 2013, IEEE Transactions on Smart Grid.

[32]  David C. Parkes,et al.  An Ironing-Based Approach to Adaptive Online Mechanism Design in Single-Valued Domains , 2007, AAAI.

[33]  Pangan Ting,et al.  Decentralized Plug-in Electric Vehicle Charging Selection Algorithm in Power Systems , 2012, IEEE Transactions on Smart Grid.