V2G for Frequency Regulation Service: A Stackelberg Game Approach Considering Endogenous Uncertainties

被引:1
|
作者
Wang, Jingxiang [1 ]
Wang, Zhaojian [1 ]
Yang, Bo [1 ]
Liu, Feng [2 ]
Wei, Wei [2 ]
Guan, Xinping [1 ]
机构
[1] Shanghai Jiao Tong Univ, Dept Automat, Key Lab Syst Control & Informat Proc, Minist Educ China, Shanghai 200000, Peoples R China
[2] Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
基金
中国国家自然科学基金;
关键词
Uncertainty; Vehicle-to-grid; State of charge; Optimization; Games; Electricity; Stochastic processes; Electric vehicles (EVs); endogenous uncertainty; Stackelberg game; vehicle-to-grid (V2G); ELECTRIC VEHICLES; ROBUST OPTIMIZATION; ENERGY MANAGEMENT; COORDINATION; PROGRAMS; STORAGE; SYSTEM;
D O I
10.1109/TTE.2024.3392496
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
With the proliferation of electric vehicles (EVs), vehicle-to-grid (V2G) technology is promising in providing frequency regulation services for power grids. The EV aggregator (EVA) usually acts as a coordinator between EVs and the grid, which declares prices to EVs, and then EVs determine their charging/discharging power accordingly. However, the major challenge for V2G is how to manage frequency regulation while dealing with the uncertain charging demand of EVs. Especially in V2G systems with dynamic electricity prices, this uncertain charging demand is impacted by pricing decisions, i.e., endogenous uncertainty. To this end, this article formulates a novel framework for V2G, where the interaction of EVA and EVs is modeled as a Stackelberg game with the consideration of the pricing impact on the probability distribution of the EV charging demand. Then, a decision-dependent distributionally robust chance constraint method is proposed to characterize the endogenous uncertainty. Finally, the Stackelberg game model is transformed into a mixed-integer second-order cone programming, which is tractable. Numerical experiments demonstrate the effectiveness of the model and methodology in guiding EVs to participate in ancillary services. Compared with the existing method considering only exogenous uncertainties, the proposed approach performs better in terms of the economic efficiency in the frequency regulation. In addition, compared with orderly charging, V2G can reduce the peak-to-average ratio for the grid.
引用
收藏
页码:463 / 475
页数:13
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