A Decentralized Dynamic Pricing Model for Demand Management of Electric Vehicles

被引:5
|
作者
Hussain, Akhtar [1 ]
Bui, Van-Hai [2 ]
Kim, Hak-Man [3 ]
机构
[1] Univ Alberta, Dept Elect & Comp Engn, Edmonton, AB T6G 2G2, Canada
[2] State Univ New York SUNY Maritime Coll, Dept Elect Engn, New York, NY 10465 USA
[3] Incheon Natl Univ, Dept Elect Engn, Yeonsu 22012, Incheon, South Korea
来源
IEEE ACCESS | 2023年 / 11卷
关键词
Pricing; Transformers; Sensitivity; Electric vehicles; Load modeling; Charging stations; Vehicle-to-grid; Vehicle dynamics; State of charge; Privacy; Power system dynamics; Demand management; dynamic pricing; electric vehicle; equipment overload; pricing model; satisfaction and welfare; ENERGY MANAGEMENT; SYSTEM; COORDINATION; HOME;
D O I
10.1109/ACCESS.2023.3242599
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Transportation electrification is considered a green alternative to internal combustion vehicles. However, higher penetration of electric vehicles (EVs) can cause several technical challenges to the power systems, including local equipment overloading. This is especially challenging for distribution systems due to the direct connection of EVs with them. To mitigate equipment overloading, by managing EV loads locally, a dynamic pricing model is proposed in this study. First, a satisfaction function is devised for EVs considering the sensitivity of different EV owners to the battery state of charge and urgency of recharge. Then, a welfare function is developed for the EV fleet operator (EFO) considering the net load of EVs and the electricity price of the upstream grid. To this end, a welfare maximization problem is formulated considering the welfare of EVs and EFO. The problem is then decomposed into the EFO sub-problem and EV sub-problem to preserve privacy. Finally, a distributed mechanism is developed to solve the sub-problems iteratively without revealing private information. The performance of the proposed method is analyzed for a residential apartment complex in terms of load management and convergence for different day types (working days and holidays). Simulation results have shown the efficacy of the proposed method in mitigating the overloading of transformers during peak load hours.
引用
收藏
页码:13191 / 13201
页数:11
相关论文
共 50 条
  • [31] Dynamic Pricing Mechanism Design for Electric Mobility-on-Demand Systems
    Ni, Liang
    Sun, Bo
    Wang, Su
    Tsang, Danny H. K.
    [J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 23 (08) : 11361 - 11375
  • [32] Dynamic Pricing and Stabilization of Supply and Demand in Modern Electric Power Grids
    Roozbehani, Mardavij
    Dahleh, Munther
    Mitter, Sanjoy
    [J]. 2010 IEEE 1ST INTERNATIONAL CONFERENCE ON SMART GRID COMMUNICATIONS (SMARTGRIDCOMM), 2010, : 543 - 548
  • [33] Dynamic Pricing Based and Electric Vehicle Assisted Demand Response Strategy
    Luo, Xing
    Zhu, Xu
    Lim, Eng Gee
    [J]. 2017 IEEE INTERNATIONAL CONFERENCE ON SMART GRID COMMUNICATIONS (SMARTGRIDCOMM), 2017, : 357 - 362
  • [34] A Decentralized Energy Management Framework for Energy Hubs in Dynamic Pricing Markets
    Bahrami, Shahab
    Toulabi, Mohammadreza
    Ranjbar, Saba
    Moeini-Aghtaie, Moein
    Ranjbar, Ali Mohammad
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2018, 9 (06) : 6780 - 6792
  • [35] Multi-Objective Dynamic Economic Dispatch with Demand Side Management of Residential Loads and Electric Vehicles
    Narimani, Mohammad Rasoul
    Maigha
    Joo, Jhi-Young
    Crow, Mariesa
    [J]. ENERGIES, 2017, 10 (05)
  • [36] A systematic survey on demand response management schemes for electric vehicles
    Kakkar, Riya
    Agrawal, Smita
    Tanwar, Sudeep
    [J]. RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2024, 203
  • [37] FLEXIBLE STRATEGIES FOR LOAD DEMAND MANAGEMENT USING DYNAMIC PRICING
    SANGHVI, AP
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 1989, 4 (01) : 83 - 93
  • [38] Dynamic pricing and inventory management with demand learning: A bayesian approach
    Liu, Jue
    Pang, Zhan
    Qi, Linggang
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2020, 124
  • [39] Demand management in semiconductor manufacturing: a dynamic pricing approach based on fast model predictive control
    Davizon, Yasser A.
    Lozoya, Jorge de J.
    Soto, Rogelio
    [J]. 2010 IEEE ELECTRONICS, ROBOTICS AND AUTOMOTIVE MECHANICS CONFERENCE (CERMA 2010), 2010, : 534 - 539
  • [40] Electric Vehicles Charging Management for Real-Time Pricing Considering the Preferences of Individual Vehicles
    Selim, Ali
    Abdel-Akher, Mamdouh
    Kamel, Salah
    Jurado, Francisco
    Almohaimeed, Sulaiman A.
    [J]. APPLIED SCIENCES-BASEL, 2021, 11 (14):