Stochastic Energy Pricing of an Electric Vehicle Parking Lot

被引:0
|
作者
Zanvettor, Giovanni Gino [1 ]
Casini, Marco [1 ]
Smith, Roy S. [2 ]
Vicino, Antonio [1 ]
机构
[1] Univ Siena, Dipartimento Ingn & Informaz & Sci Matemat, I-53100 Siena, Italy
[2] Swiss Fed Inst Technol, Automat Control Lab, CH-8092 Zurich, Switzerland
关键词
Pricing; Uncertainty; Costs; Batteries; Charging stations; Renewable energy sources; Probability distribution; Electric vehicles; charging stations; pricing; stochastic optimization; receding horizon; EV CHARGING STATIONS; MODEL; SYSTEM;
D O I
10.1109/TSG.2022.3160229
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The increasing adoption of electric vehicles (EVs) and the related need for efficient battery charging leads to additional challenges to the power network and energy providers. One of the main issues regards the intrinsic uncertainty affecting the EV charging process, which calls for appropriate strategies to ensure reliable solutions. From the perspective of a parking lot, the electric vehicle charging process should be managed in order to guarantee the recharge at competitive price. In this paper, the problem of energy pricing under vehicle uncertainty is addressed. Specifically, we propose a new energy pricing strategy where the daily profit of the parking lot is guaranteed with a given probability level. The source of uncertainty is related to the EV arrival/departure times and the daily number of incoming vehicles. By exploiting photovoltaic (PV) and electrical storage system (ESS) facilities, procedures and algorithms are formulated to compute the optimal selling price and to operate the battery in a receding horizon framework. Since the proposed chance constraint problems are intractable for realistic scenarios, suitable approximations are provided in order to find a feasible solution. Numerical results show the effectiveness of the proposed approach and the tightness of the introduced relaxation, even in the presence of a high number of incoming vehicles.
引用
收藏
页码:3069 / 3081
页数:13
相关论文
共 50 条
  • [1] Markov Chain Based Stochastic Model of Electric Vehicle Parking Lot Occupancy in Vehicle-to-Grid
    Santoshkumar
    Udaykumar, R. Y.
    [J]. 2015 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND COMPUTING RESEARCH (ICCIC), 2015, : 670 - 673
  • [2] Coordinated Electric Vehicle Charging for Commercial Parking Lot with Renewable Energy Sources
    Jhala, Kumarsinh
    Natarajan, Balasubramaniam
    Pahwa, Anil
    Erickson, Larry
    [J]. ELECTRIC POWER COMPONENTS AND SYSTEMS, 2017, 45 (03) : 344 - 353
  • [3] Optimal Charging Scheduling for Electric Vehicle in Parking Lot with Renewable Energy System
    Chen, Chao-Rong
    Chen, Yong-Sheng
    Lin, Tzu-Chiao
    [J]. 2019 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC), 2019, : 1684 - 1688
  • [4] Stochastic Model of Electric Vehicle Parking Lot Occupancy in Vehicle-to-Grid (V2G)
    Kumar, Santosh
    Udaykumar, R. Y.
    [J]. 5TH INTERNATIONAL CONFERENCE ON ADVANCES IN ENERGY RESEARCH (ICAER) 2015, 2016, 90 : 655 - 659
  • [5] A Scheduling and Control System for Electric Vehicle Charging at Parking Lot
    Wu, Hao
    Pang, Grantham Kwok Hung
    Choy, King Lun
    Lam, Hoi Yan
    [J]. 2017 11TH ASIAN CONTROL CONFERENCE (ASCC), 2017, : 13 - 18
  • [6] Modeling and Optimization of Electric Vehicle Charging Load in a Parking Lot
    Chen, Lidan
    Chung, C. Y.
    Nie, Yongquan
    Yu, Rongrong
    [J]. 2013 IEEE PES ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (APPEEC), 2013,
  • [7] Stochastic energy management of responsive plug-in electric vehicles characterizing parking lot aggregators
    Daryabari, Mohamad K.
    Keypour, Reza
    Golmohamadi, Hessam
    [J]. APPLIED ENERGY, 2020, 279
  • [8] Stochastic energy management of responsive plug-in electric vehicles characterizing parking lot aggregators
    Daryabari, Mohamad K.
    Keypour, Reza
    Golmohamadi, Hessam
    [J]. Applied Energy, 2020, 279
  • [9] Cost Benefit Analysis for Electric Vehicle Charging Infrastructure in Parking Lot
    Chopra, Krishan
    Shah, Mukesh Kumar
    Niazi, K. R.
    [J]. 2023 IEEE IAS GLOBAL CONFERENCE ON RENEWABLE ENERGY AND HYDROGEN TECHNOLOGIES, GLOBCONHT, 2023,
  • [10] Optimal Electric Vehicle Parking Lot Energy Supply Based on Mixed-Integer Linear Programming
    Jakus, Damir
    Vasilj, Josip
    Jolevski, Danijel
    [J]. ENERGIES, 2023, 16 (23)