中国电力2026,Vol.59Issue(4):140-149,10.DOI:10.11930/j.issn.1004-9649.202512027
基于分布式梯度投影的居民区电动汽车均衡充电策略
Equilibrium charging strategy for electric vehicles in residential areas based on distributed gradient projection
摘要
Abstract
Residential charging load management is a key means to mitigate the adverse impacts of large-scale electric vehicle(EV)integration on the power grid.However,centralized management compromises users'privacy,and the autonomous response of users under time-of-use electricity prices tends to induce new load peaks.Firstly,a dynamic electricity pricing mechanism is introduced in residential communities,and an aggregative game model is constructed to guide users to spontaneously adjust their charging behaviors and avoid peak-valley reversal.Then,a distributed gradient projection algorithm is proposed to rapidly achieve the Nash equilibrium of the aggregate game,which fully protects the privacy of vehicle owners.Finally,simulation analysis is carried out based on the electricity consumption data of a residential community in southern China.The results show that the proposed method can effectively smooth the peak load caused by EV charging,and the effect is enhanced with the increase in the number of EVs.Compared with the time-of-use pricing mechanism,it can effectively avoid the emergence of new load peaks and meet the requirements of charging load management under the growing penetration of electric vehicles.关键词
电动汽车/需求响应/聚合博弈/纳什均衡/动态电价Key words
electric vehicles/demand response/aggregative game/Nash equilibrium/dynamic price引用本文复制引用
曹望璋,陆泳昊,靳丰源,阳浩,金鑫,王宗义,赵勃扬..基于分布式梯度投影的居民区电动汽车均衡充电策略[J].中国电力,2026,59(4):140-149,10.基金项目
This work is supported by National Natural Science Foundation of China(Theory on User Equilibrium Analysis and Regulation in Large-Scale Demand Response for Further Electrification Revolution,No.52177113),Science and Technology Project of China Southern Power Grid Co.,Ltd.(No.ZBKJXM20232273). 国家自然科学基金资助项目(面向再电气化的大规模可控负荷均衡分析与调控理论研究,52177113) (Theory on User Equilibrium Analysis and Regulation in Large-Scale Demand Response for Further Electrification Revolution,No.52177113)
中国南方电网有限责任公司科技项目(ZBKJXM20232273). (ZBKJXM20232273)