Robust Optimal Scheduling of Microgrid with Electric Vehicles Based on Stackelberg Game

被引:8
作者
Hao, Jianhong [1 ]
Huang, Ting [1 ]
Xu, Qiuming [2 ]
Sun, Yi [1 ]
机构
[1] North China Elect Power Univ, Sch Elect & Elect Engn, Beijing 102206, Peoples R China
[2] Tianjin Univ, Key Lab Smart Grid, Minist Educ, Tianjin 300072, Peoples R China
关键词
electric vehicle (EV); robust optimization; Stackelberg game;
D O I
10.3390/su152416682
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
With increasing penetration of distributed generators (DG), the uncertainty and intermittence of renewable energy has brought new challenges to the economic dispatch and promotion of environment sustainability of microgrids. Active loads, especially in electric vehicles (EVs), are thought to be an efficient way to deal with the uncertainty and intermittence of renewable energy. One of the most important features of EVs is that their demand will vary in response to the electricity price. How to determine the real-time charging price to guide the orderly charging of EVs and operate with an uncertain renewable energy output represents an important topic for the microgrid operator (MGO). To this end, this paper formulates the optimal pricing and robust dispatch problem of the MGO as a Stackelberg game, in which the upper level minimizes the MGO's cost, while the lower level minimizes the charging cost of each EV. In the problem, the approximate linear relationship between the node voltage and equivalent load is modeled, and the approximate linear expression of the node voltage security constraint is derived. Using dual optimization theory, the robust optimal dispatch model is transformed into a linear programming model without uncertain variables. Then, the Stackelberg game model is transformed into a mixed integer linear program by using the duality theorem of linear programming. Finally, the effectiveness of the proposed method is proved by simulation within the modified IEEE33-bus system.
引用
收藏
页数:15
相关论文
共 28 条
[1]  
Arsalan N., 2021, Appl. Energy, V304, P117708
[2]   A Novel Multi Level Dynamic Decomposition Based Coordinated Control of Electric Vehicles in Multimicrogrids [J].
Aslam, Muhammad Anique ;
Kashif, Syed Abdul Rahman ;
Gulzar, Muhammad Majid ;
Alqahtani, Mohammed ;
Khalid, Muhammad .
SUSTAINABILITY, 2023, 15 (16)
[3]   Optimal dispatching control of EV aggregators for load frequency control with high efficiency of EV utilization [J].
Cai, Sinan ;
Matsuhashi, Ryuji .
APPLIED ENERGY, 2022, 319
[4]   Shared Trading Strategy of Multiple Microgrids Considering Joint Carbon and Green Certificate Mechanism [J].
Chen, Peng ;
Qian, Chen ;
Lan, Li ;
Guo, Mingxing ;
Wu, Qiong ;
Ren, Hongbo ;
Zhang, Yue .
SUSTAINABILITY, 2023, 15 (13)
[5]   Energy management of multi-microgrids with renewables and electric vehicles considering price-elasticity based demand response: A bi-level hybrid optimization approach [J].
Datta, Juhi ;
Das, Debapriya .
SUSTAINABLE CITIES AND SOCIETY, 2023, 99
[6]   Distribution network voltage analysis with data-driven electric vehicle load profiles [J].
Hasan, Kazi N. ;
Muttaqi, Kashem M. ;
Borboa, Pablo ;
Scira, Jakem ;
Zhang, Zihao ;
Leishman, Matthew .
SUSTAINABLE ENERGY GRIDS & NETWORKS, 2023, 36
[7]   Day ahead scheduling of PHEVs and D-BESSs in the presence of DGs in the distribution system [J].
Jha, Bablesh Kumar ;
Singh, Amit ;
Kumar, Abhishek ;
Dheer, Dharmendra Kumar ;
Singhl, Devender ;
Misra, Rakesh Kumar .
IET ELECTRICAL SYSTEMS IN TRANSPORTATION, 2020, 10 (02) :170-184
[8]   Investigation on the mercury nucleation mechanism based on the release characteristics of inhalable particles during coupled combustion of sewage sludge-coal washery tailing [J].
Jia, Li ;
Cheng, Peng ;
He, Ling ;
Yu, Yue ;
Nie, Haotian ;
Wang, Chenxing ;
Chen, Shihu .
ENERGY REPORTS, 2023, 9 :175-192
[9]   Regeneration mechanism of a novel high-performance biochar mercury adsorbent directionally modified by multimetal multilayer loading [J].
Jia, Li ;
Cheng, Peng ;
Yu, Yue ;
Chen, Shi-hu ;
Wang, Chen-xing ;
He, Ling ;
Nie, Hao-tian ;
Wang, Jian-cheng ;
Zhang, Jian-chun ;
Fan, Bao-guo ;
Jin, Yan .
JOURNAL OF ENVIRONMENTAL MANAGEMENT, 2023, 326
[10]   Economic and environmental impacts of EVs promotion under the 2060 carbon neutrality target-A CGE based study in Shaanxi Province of China [J].
Lin, Zewei ;
Wang, Peng ;
Ren, Songyan ;
Zhao, Daiqing .
APPLIED ENERGY, 2023, 332