Abstract:Photovoltaic(PV)-assisted charging station for electric vehicles(EVs) is a typical integration of consuming renewable resources locally. Research on multi-objective optimal scheduling for PV-assisted charging station of electric vehicles is proposed in this paper. It introduces the typical structure of PV-assisted charging station and function of each component as well as the operation strategy. Based on analysis of the operational characteristics of PV, storage battery bank and EV charging unit, mathematical model of the multi-objective optimization for scheduling, which takes the cost of electricity purchasing and energy circulation of storage battery bank as objective functions, is built and then solved by non-dominated sorting genetic algorithm(NSGA)-II. Constraints including EV charging time, the range of the charging/discharging power and SOC(state of charge) of the storage battery bank, power supply rate of distribution network and system power balance are considered in the model. Combined with a case that contains different solar radiations and initial SOC of storage batteries, several Pareto solutions are obtained and typical dispatching scheme is selected to verify the model’s rationality by analyzing power flow of each component. Compared with direct charging, the optimal scheme is superior in reducing cost and energy circulation. Optimization method for scheduling put forward in this paper provides theoretical and technical support for city charging infrastructure demonstration.
路欣怡, 刘念, 陈征, 张建华, 肖湘宁. 电动汽车光伏充电站的多目标优化调度方法[J]. 电工技术学报, 2014, 29(8): 46-56.
Lu Xinyi, Liu Nian, Chen Zheng, Zhang Jianhua, Xiao Xiangning. Multi-objective Optimal Scheduling for PV-Assisted Charging Station of Electric Vehicles. Transactions of China Electrotechnical Society, 2014, 29(8): 46-56.
[1] 中华人民共和国科学技术部.《电动汽车科技发展“十二五”专项规划》[EB/OL]. [2012-03-27]. http://www.most.gov.cn/tztg/201204/W02012050340-7413903488.pdf. [2] 中华人民共和国国务院. 《节能与新能源汽车产业发展规划(2012—2020年)》[EB/OL]. [2012-06-28]. http://www.gov.cn/zwgk/2012-07/09/content_2179032. htm. [3] 中华人民共和国国务院《“十二五”国家战略性新兴产业发展规划》[EB/OL]. [2012-07-09]. http:// www.gov.cn/zwgk/2012-07/20/content_2187770.htm. [4] 马钧, 年晨宁. 崇明岛2020年电动汽车可再生能源独立电网的构想[J]. 农业装备与车辆工程, 2011(2): 1-7. Ma Jun, Nian Chenning. A scheme for renewable grid for EV of 2020 in Chongming island[J]. Agricultural Equipment& Vehicle Engineering, 2011(2): 1-7. [5] 樊扬, 余欣梅, 王路. 南方电网区域发展电动汽车综合效益分析[J]. 南方电网技术, 2011, 5(4): 51-54. Fan Yang, Yu Xinmei, Wang Lu. Analysis on the comprehensive benefit of the electric vehicle development in the region of China southern power grid[J]. Southern Power System Technology, 2011, 5(4): 51-54. [6] 钱科军, 袁越, 石晓丹, 等. 分布式发电的环境效益分析[J]. 中国电机工程学报, 2008, 28(29): 11-15. Qian Kejun, Yuan Yue, Shi Xiaodan, et al. Environ- mental benefits analysis of distributed generation[J]. Proceedings of the CSEE, 2008, 28(29): 11-15. [7] 张学清, 梁军, 张利, 等. 计及风光电源的一种地区电网电动汽车充电调度方法[J]. 电工技术学报, 2013, 28(2): 28-35. Zhang Xueqing, Liang Jun, Zhang Li, et al. Approach for plug-in electric vehicles charging scheduling considering wind and photovoltaic power in chinese regional power grids[J]. Transaction of China Electrotechnical Society, 2013, 28(2): 28-35. [8] Ahmed Yousuf Saber, Ganesh Kumar Venayagamoorthy. Plug-in vehicles and renewable energy sources for cost and emission reductions[J]. IEEE Transactions on Industrial Electronics, 2011, 58(4): 1229-1238. [9] 刘文霞, 赵天阳, 邱威, 等. 规模化 EV 充电与风力/火电发电系统协调运行[J]. 电工技术学报, 2013, 28(5): 49-57. Liu Wenxia, Zhao Tianyang, Qiu Wei. Coordinated operation of large scale electric vehicles charging with wind-thermal power system[J]. Transaction of China Electrotechnical Society, 2013, 28(5): 49-57. [10] Li X, Lopes L A C, Williamson S S. On the suitability of plug-in hybrid electric vehicle(PHEV) charging infrastructures based on wind and solar energy[C]. IEEE Power & Energy Society General Meeting, PES'09, 2009: 1-8. [11] 冯巍. 电动汽车充电站10kW光伏发电系统[J]. 电气技术, 2010(10): 94-96. Feng Wei. Electric car charging station configured with 10kW photovoltaic power generation system[J]. Electrical Engineering, 2010(10): 94-96. [12] Locment F, Sechilariu M, Forgez C. Electric vehicle charging system with PV grid-connected configuration [C]. 2010 IEEE Vehicle Power and Propulsion Conference (VPPC), 2010: 1-6. [13] 肖湘宁, 陈征, 刘念. 可再生能源与电动汽车充放电设施在微电网中的集成模式与关键问题[J]. 电工技术学报, 2013, 28(2): 1-14. Xiao Xiangning, Chen Zheng, Liu Nian. Integrated mode and key issues of renewable energy sources and electric vehicles’charging and discharging facilities in microgrid[J]. Transaction of China Electrotechnical Society, 2013, 28(2): 1-14. [14] 刘念, 唐霄, 段帅, 等. 考虑动力电池梯次利用的光伏换电站容量优化配置方法[J]. 中国电机工程学报, 2013, 33(4): 34-44. Liu Nian, Tang Xiao, Duan Shuai, et al. Capacity optimization method for PV-based battery swapping stations considering second-use of electric vehicle batteries[J]. Proceedings of the CSEE, 2013, 33(4): 34-44. [15] Zhang Yingda, Liu Nian, Zhang Jianhua. Optimum sizing of non-grid-connected power system incorpora- ting battery-exchange stations[C]. 2012 7th International Power Electronics and Motion Control Conference, 2012: 2123-2128. [16] H Roth, P Kuhn, B G Neudecker. Sustainable mobility- cost-effective and zero emission integration of Germany's EV fleet[C]. 2009 International Conference on Clean Electrical Power, Capri, 2009: 207-211. [17] 李秋硕, 肖湘宁, 郭静, 等. 电动汽车有序充电方法研究[J]. 电网技术, 2012, 36(12): 32-38. Li Qiushuo, Xiao Xiangning, Guo Jing. Research on scheme for ordered charging of electric vehicles[J]. Power System Technology, 2012, 36(12): 32-38. [18] 徐智威, 胡泽春, 宋永华, 等. 充电站内电动汽车有序充电策略[J]. 电力系统自动化, 2012, 36(11): 38-43. Xu Zhiwei, Hu Zechun, Song Yonghua, et al. Coordinated charging of plug-in electric vehicles in charging stations[J]. Automation of Electric Power Systems, 2012, 36(11): 38-43. [19] 田文奇, 和敬涵, 姜久春, 等. 基于自适应变异粒子群算法的电动汽车换电池站充电调度多目标优化[J]. 电网技术, 2012, 36(11): 25-29. Tian Wenqi, He Jinghan. Jiang Jiuchun, et al. Multi- objective optimization of charging dispatching for electric vehicle battery swapping station based on adaptive mutation particle swarm optimization[J]. Power System Technology, 2012, 36(11): 25-29. [20] 陈昌松, 段善旭, 蔡涛, 等. 基于模糊识别的光伏发电短期预测系统[J]. 电工技术学报, 2011, 26(7): 83-89. Chen Changsong, Duan Shanxu, Cai Tao. Short-term photovoltaic generation forecasting system based on fuzzy recognition[J]. Transaction of China Electro- technical Society, 2011, 26(7): 83-89. [21] Zhou Chengke, Qian Kejun, Malcolm Allan, et al. Modeling of the cost of EV battery wear due toV2G application in power systems[J]. IEEE Transactions on Energy Conversion, 2011, 26(4): 1041-1050. [22] Deb K, Agrawal S, Pratap A, et al. A fast elitist nondominated sorting genetic algorithm for multi- objective optimization: NSGA-II[J]. IEEE Transactions on Evolutionary Computation, 2002, 6(2): 182-197. [23] 宋洪磊, 吴俊勇, 冀鲁豫, 等. 风光互补独立供电系统的多目标优化设计[J]. 电工技术学报, 2011, 26(7): 104-111. Song Honglei, Wu Junyong, Ji Luyu, et al. Multi- objective optimal sizing of stand-alone hybrid wind/pv system[J]. Transactions of China Electrotechnical Society, 2011, 26(7): 104-111. [24] 冯士刚, 艾芊. 带精英策略的快速非支配排序遗传算法在多目标无功优化中的应用[J]. 电工技术学报, 2007, 22(12): 146-151. Feng Shigang, Ai Qian. Application of fast and elitist non-dominated sorting generic algorithm in multi- objective reactive power optimization[J]. Transactions of China Electrotechnical Society, 2007, 22(12): 146-151. [25] 北京市电网峰谷分时销售电价表(夏季)[EB/OL]. [2011-02-11]. http://www.bjpc.gov.cn/tztg/200911/P02- 0091121010684247161.xls