Planning of Electric Vehicle Charging Pile for Large Parking Lots
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摘要: 目前电动汽车充电桩(EVCP)规划通常针对区县级较大区域开展,但是对园区级区域进行EVCP规划更有利于提高投资者的积极性和周边电动汽车(EV)用户的体验。以车流量较大的大型停车区域为研究对象,通过调研获得区域内EV的电池容量、停放情况、电量分布以及充电意愿等统计数据,并基于这些数据应用蒙特卡洛法得出区域内EV充电负荷的时域分布。依据区域内的电网信息以及EV的充电负荷分布,给出以投资成本、电网网损及用户满意度综合最优为目标的EVCP规划设计方法。最后以某机场远端大型停车场为算例,验证了所提园区级EVCP规划方法的有效性,该方法相较于传统EVCP的规划方法更加经济合理。Abstract: Electric vehicle charging piles(EVCP)planning is usually carried out for larger areas at the district and county level,but EVCP planning for park-level areas is more conducive to improving investor’s motivation and the experience of neighboring electric vehicle(EV)users. Taking the large parking areas with large traffic flow as study object,the battery capacity,parking situation,state of charge distribution and charging willingness of EVs in the region are obtained through the survey. Then based on these statistical data,the Monte Carlo method is used to carry out the time domain of EV charging load distribution. Then according to the grid information and the EV charging load distribution in the region,the EVCP planning method is proposed with the comprehensive optimization of investment,grid line loss and user satisfaction. Finally,a large parking lot of an airport is taken as an example to verify the effectiveness of the proposed EVCP planning method. Compared with the traditional EVCP planning,the proposed method is more economical and reasonable.
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[1] 邢强,陈中,冷钊莹,等.基于实时交通信息的电动汽车路径规划和充电导航策略[J].中国电机工程学报,2020,40(2):534-550. XING Qiang,CHEN Zhong,LENG Zhaoying,et al. Route planning and charging navigation strategy for electric vehicles based on realtime traffic information[J]. Proceedings of the CSEE,2020,40(2):534-550.
[2] 徐青山,蔡婷婷,刘瑜俊,等.考虑驾驶人行为习惯及出行链的电动汽车充电站站址规划[J].电力系统自动化,2016,40(4):59-65,77. XU Qingshan,CAI Tingting,LIU Yujun,et al.Location planning of charging staions for electric vehicles based on drivers behaviours and travel chain[J].Automation of Electric Power Systems,2016,40(4):59-65,77.
[3] 张洪财,胡泽春,宋永华,等.考虑时空分布的电动汽车充电负荷预测方法[J].电力系统自动化,2014,38(1):13-20. ZHANG Hongcai,HU Zechun,SONG Yonghua,et al.Estimation method of electric vehicle charging load considering temporal and spatial distribution[J]. Automation of Electric Power Systems,2014,38(1):13-20.
[4] 邵尹池,穆云飞,余晓丹,等.“车-路-网”模式下电动汽车充电负荷时空预测及其对配电网潮流的影响[J].中国电机工程学报,2017,37(18):5207-5219,5519. SHAO Yinchi,MU Yunfei,YU Xiaodan,et al.A spatial-temporal charging load forecast and impact analysis method for distribution network using EVs-traffic-distribution model[J]. Proceedings of the CSEE,2017,37(18):5207-5219,5519.
[5] 李含玉,杜兆斌,陈丽丹,等.基于出行模拟的电动汽车充电负荷预测模型及V2G评估[J].电力系统自动化,2019,43(21):88-96. LI Hanyu,DU Zhaobin,CHEN Lidan,et al.The research of spatialtemporal charging load forecast modeling and V2G evaluation method of electric vehicles considering traffic network[J].Automation of Electric Power Systems,2019,43(21):88-96.
[6] LEOU R C,SU C L,TENG J H. Modelling and verifying the load behaviour of electric vehicle charging stations based on field measurements[J].Generation Transmission&Distribution IET,2015,9(11):1112-1119.
[7] ZHU J,YANG Z,GUO Y,et al. Short-term load forecasting for electric vehicle charging stations based on deep learning approaches[J]. Applied Sciences,2019,9(9):1723.
[8] 周椿奇,向月,童话,等.轨迹数据驱动的电动汽车充电需求及V2G可调控容量估计[J].电力系统自动化,2022,46(12):46-55. ZHOU Chunqi,XIANG Yue,TONG Hua,et al.Trajectory-datadriven estimation of electric vehicle charging demand and vehicleto-grid regulable capacity[J].Automation of Electric Power Systems,2022,46(12):46-55.
[9] 严干贵,刘华南,韩凝晖.计及电动汽车时空分布状态的充电站选址定容优化方法[J].中国电机工程学报,2021,41(18):6271-6284. YAN Gangui,LIU Huanan,HAN Ninghui,et al.An optimization method for location and capacity determination of charging stations considering spatial and temporal distribution of electric vehicles[J].Proceedings of the CSEE,2021,41(18):6271-6284.
[10] 李科,皇甫霄文,李梦超,等.光-储一体电动汽车充电站储能规划[J].电力系统及其自动化学报,2023,35(8):82-93. LI Ke,HUANGFU Xiaowen,LI Mengchao,et al. Energy storage planning for integrated PV-energy storage electric vehicle charging station[J].Proceedings of the CSU-EPSA,2023,35(8):82-93.
[11] YI T,CHENG X B,ZHENG H,et al. Research on location and capacity optimization method for electric vehicle charging stations considering user’s comprehensive satisfaction[J]. Energies,2019,12(10):1915.
[12] 姚明,毛文杰,曹淑超,等.基于多源数据的电动汽车充电设施布局优化方法研究[J].智慧电力,2023,51(9):31-37. YAO Ming,MAO Wenjie,CAO Shuchao,et al. Optimization method of electric vehicle charging facility layout based on multisource data[J]. Smart Power,2023,51(9):31-37.
[13] ZHANG X,XU Y,LU S,et al. Joint planning of distributed pv stations and EV charging stations in the distribution systems based on chance-constrained programming[J]. IEEE Access,2021,9:6756-6768.
[14] 李宏刚,潘景宜.铁路综合交通枢纽电动汽车充电桩系统设计[J].电力系统保护与控制,2019,47(19):152-157. LI Honggang,PAN Jingyi. System design of charging pile system for electric vehicle in railway comprehensive communication hub[J]. Power System Protection and Control,2019,47(19):152-157.
[15] 姚志力,江斌开,龚春阳,等.计及电动汽车充电负荷特性的区域多能源站规划设计[J].电网技术,2022,46(9):3304-3318. YAO Zhili,JIANG Binkai,GONG Chunyang,et al. Planning and design of regional multi-energy stations taking into account electric vehicle charging load characteristics[J]. Power System Technology,2022,46(9):3304-3318.
[16] 柳丹,康逸群,熊平.计及经济性和光伏消纳率的微电网多目标优化策略研究[J].电力需求侧管理,2023,25(2):70-75. LIU Dan,KANG Yiqun,XIONG Ping. Research on multiobjective optimization strategy of microgrid taking into account economy and photovoltaic consumption rate[J]. Power Demand Side Management,2023,25(2):70-75.
[17] 尚龙龙,程俊杰,王伟,等.计及交通拥堵的电动汽车充电站规划方法[J].电力科学与技术学报,2023,38(1):66-76. SHANG Longlong,CHENG Junjie,WANG Wei,et al. An electric vehicle charging station planning method taking traffic congestion into account[J]. Journal of Electric Power Science and Technology,2023,38(1):66-76.
[18] ZHAO Z,XU M,LEE C K M. Capacity planning for an electric vehicle charging station considering fuzzy quality of service and multiple charging options[J]. IEEE Transactions on Vehicular Technology,2021,70(12):12529-12541.
[19] 苏向敬,张传坤,符杨,等.考虑多场景运行的不平衡主动配网电池储能系统两阶段优化配置[J].电力系统保护与控制,2023,51(10):88-97. SU Xiangjing,ZHANG Chuankun,FU Yang,et al. Two-stage optimal configuration of unbalanced active distribution battery energy storage system considering multi-scenario operation[J].Power System Protection and Control,2023,51(10):88-97.
[20] 杨寒雨,赵晓永,王磊.数据归一化方法综述[J].计算机工程与应用,2023,59(3):13-22. YANG Hanyu,ZHAO Xiaoyong,WANG Lei. A review of data normalization methods[J]. Computer Engineering and Applications,2023,59(3):13-22.
[21] 佟曦,侯朗博,孙昊,等.高比例光伏和电动汽车接入配电网的无功优化[J].智慧电力,2023,51(10):31-37,102. TONG Xi,HOU Langbo,SUN Hao,et al. Reactive power optimization for high percentage of photovoltaic and electric vehicles connected to the distribution network[J]. Smart Power,2023,51(10):31-37,102.
[22] 惠慧,李蕊,朱逸镝,等.含高比例分布式光伏的配电网多目标概率规划方法[J].电测与仪表,2023,60(11):2-10. HUI Hui,LI Rui,ZHU Yidi,et al. Multi-objective probabilistic planning method for distribution networks containing a high percentage of distributed photovoltaics[J]. Electrical Measurement and Instrumentation,2023,60(11):2-10.
[23] 沙广林,刘璐,马春艳,等.考虑车网互动的电动汽车有序充电策略[J].供用电,2023,40(10):46-54. SHA Guanglin,LIU Lu,MA Chunyan,et al. An orderly charging strategy for electric vehicles considering vehicle-network interaction[J]. Distribution&Utilization,2023,40(10):46-54.
[24] 石立国,李延真,关雪琳,等.电动汽车充电桩与分布式电源多阶段协同规划方法[J].供用电,2022,39(5):33-40,53. SHI Liguo,LI Yanzhen,GUAN Xuelin,et al. Multi-stage collaborative planning method for electric vehicle charging pile and distributed power supply[J].Distribution&Utilization,2022,39(5):33-40,53.
[25] 张美霞,叶睿琦,杨秀,等.基于多维状态空间MCMC充电负荷预测的充电站规划[J].电力科学与技术学报,2022,37(4):78-87. ZHANG Meixia,YE Ruiqi,YANG Xiu,et al. Charging station planning based on multidimensional state space MCMC charging load prediction[J].Journal of Electric Power Science and Technology,2022,37(4):78-87.
[26] MUTHUKANNAN S,KARTHIKAIKANNAN D. Multiobjective planning strategy for the placement of electric-vehicle charging stations using hybrid optimization algorithm[J]. IEEE Access,2022,10:48088-48101.
[27] 侯慧,唐俊一,王逸凡,等.城区电动汽车充电站布局规划研究[J].电力系统保护与控制,2022,50(14):181-187. HOU Hui,TANG Junyi,WANG Yifan,et al. Research on electric vehicle charging station layout planning in urban areas[J]. Power System Protection and Control,2022,50(14):181-187.
[28] 刘廷章,张子恒.基于循环迭代粒子群算法对电动汽车无线充电系统的联合参数在线辨识[J].电工技术学报,2022,37(18):4548-4564. LIU Tingzhang,ZHANG Ziheng.Online identification of joint parameters of electric vehicle wireless charging system based on cyclic iterative particle swarm algorithm[J].Journal of Electrotechnology,2022,37(18):4548-4564.
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