
浏览全部资源
扫码关注微信
1.华北电力大学经济与管理学院,北京市 102206
2.新能源电力与低碳发展研究北京市重点实验室,华北电力大学,北京市 102206
周建力(1995—),男,博士研究生,主要研究方向:能源管理、综合能源系统优化与决策。E-mail:15652112686@163.com
乌云娜(1956—),女,通信作者,硕士,教授,博士生导师,主要研究方向:新能源电力建设、系统优化与决策。E-mail:ncepuwuyunna@126.com
董昊鑫(1999—),男,硕士研究生,主要研究方向:能源经济、综合能源系统。E-mail:dhx13141357676@163.com
收稿日期:2021-06-14,
修回日期:2021-07-28,
网络出版日期:2021-10-20,
纸质出版日期:2021-12-25
移动端阅览
周建力,乌云娜,董昊鑫等.计及电动汽车随机充电的风-光-氢综合能源系统优化规划[J].电力系统自动化,2021,45(24):30-40.
ZHOU Jianli,WU Yunna,DONG Haoxin,et al.Optimal Planning of Wind-Photovoltaic-Hydrogen Integrated Energy System Considering Random Charging of Electric Vehicles[J].Automation of Electric Power Systems,2021,45(24):30-40.
周建力,乌云娜,董昊鑫等.计及电动汽车随机充电的风-光-氢综合能源系统优化规划[J].电力系统自动化,2021,45(24):30-40. DOI: 10.7500/AEPS20210614005.
ZHOU Jianli,WU Yunna,DONG Haoxin,et al.Optimal Planning of Wind-Photovoltaic-Hydrogen Integrated Energy System Considering Random Charging of Electric Vehicles[J].Automation of Electric Power Systems,2021,45(24):30-40. DOI: 10.7500/AEPS20210614005.
耦合可再生能源发电和氢储能的综合能源系统发展潜力巨大,是实现能源消费清洁低碳的有效途径。以天然气-风-光-氢综合能源系统为规划对象,考虑了系统供电辐射区域的电动汽车随机充电需求,利用高斯核密度估计和
K
-means聚类算法来刻画风光出力和电动汽车充电的不确定性并生成典型概率场景,以年综合成本和年碳排放最小为优化目标,引入权重系数表征决策者的优化偏好,基于混合整数线性规划对系统进行了容量配置优化。算例分析以年逐时数据开展仿真以验证模型的有效性和合理性。结果表明,与传统分供系统和联网型方案相比,该系统得益于风光发电与氢储能的协同,表现出了可观的环境效益;该系统提供充电服务是经济可行的,并且电动汽车在系统内充电能够显著降低间接碳排放。
The development potential of the integrated energy system coupled with renewable energy power generation and hydrogen energy storage is huge
which is an effective way to achieve clean and low-carbon energy consumption. Taking the natural gas-wind-photovoltaic-hydrogen integrated energy system as the planning object
the stochastic charging demand of electric vehicles in the radial distribution area is considered. Gaussian kernel density estimation and
K
-means clustering algorithm are used to characterize the uncertainty of wind-photovoltaic output and electric vehicle charging demand
and to generate typical probability scenes. Taking the minimum annual comprehensive cost and annual carbon emission as the optimization objectives
the weight coefficients are introduced to characterize the optimization preferences of decision-makers. Capacity configuration of the system is optimized based on mixed-integer linear programming. The case study is based on annual time-to-time data to verify the validity and reasonableness of the model. The results show that compared with the traditional sub-distribution system and interconnected case
the system benefits from the cooperation of wind-photovoltaic power generation and hydrogen energy storage
showing considerable environmental benefits. It is economical and feasible for the system to provide charging service
and charging electric vehicles in the system can significantly reduce indirect carbon emissions.
齐宁 , 程林 , 田立亭 , 等 . 考虑柔性负荷接入的配电网规划研究综述与展望 [J]. 电力系统自动化 , 2020 , 44 ( 10 ): 193 - 207 .
QI Ning , CHENG Lin , TIAN Liting , et al . Review and prospect of distribution network planning research considering access of flexible load [J]. Automation of Electric Power Systems , 2020 , 44 ( 10 ): 193 - 207 .
ZHOU Jianli , WU Yunna , WU Chenghao , et al . A hybrid fuzzy multi- criteria decision-making approach for performance analysis and evaluation of park-level integrated energy system [J]. Energy Conversion and Management , 2019 , 201 : 112134 .
吴建中 . 欧洲综合能源系统发展的驱动与现状 [J]. 电力系统自动化 , 2016 , 40 ( 5 ): 1 - 7 .
WU Jianzhong . Drivers and state-of-the-art of integrated energy systems in Europe [J]. Automation of Electric Power Systems , 2016 , 40 ( 5 ): 1 - 7 .
WANG Jueying , HU Zhijian , XIE Shiwei . Expansion planning model of multi-energy system with the integration of active distribution network [J]. Applied Energy , 2019 , 253 : 113517 .
程浩忠 , 胡枭 , 王莉 , 等 . 区域综合能源系统规划研究综述 [J]. 电力系统自动化 , 2019 , 43 ( 7 ): 2 - 13 .
CHENG Haozhong , HU Xiao , WANG Li , et al . Review on research of regional integrated energy system planning [J]. Automation of Electric Power Systems , 2019 , 43 ( 7 ): 2 - 13 .
权超 , 董晓峰 , 姜彤 . 基于CCHP耦合的电力、天然气区域综合能源系统优化规划 [J]. 电网技术 , 2018 , 42 ( 8 ): 2456 - 2466 .
QUAN Chao , DONG Xiaofeng , JIANG Tong . Optimization planning of integrated electricity-gas community energy system based on coupled CCHP [J]. Power System Technology , 2018 , 42 ( 8 ): 2456 - 2466 .
魏大钧 , 孙波 , 赵峰 , 等 . 小型生物质沼气冷热电联供系统多目标优化设计与运行分析 [J]. 电力系统自动化 , 2015 , 39 ( 12 ): 7 - 12 .
WEI Dajun , SUN Bo , ZHAO Feng , et al . Multi-objective optimization design and operation analysis of a small biomass biogas combined cooling heating and power system [J]. Automation of Electric Power Systems , 2015 , 39 ( 12 ): 7 - 12 .
荆有印 , 白鹤 , 张建良 . 太阳能冷热电联供系统的多目标优化设计与运行策略分析 [J]. 中国电机工程学报 , 2012 , 32 ( 20 ): 82 - 87 .
JING Youyin , BAI He , ZHANG Jianliang . Multi-objective optimization design and operation strategy analysis of a solar combined cooling heating and power system [J]. Proceedings of the CSEE , 2012 , 32 ( 20 ): 82 - 87 .
REN Fukang , WANG Jiangjiang , ZHU Sitong , et al . Multi-objective optimization of combined cooling, heating and power system integrated with solar and geothermal energies [J]. Energy Conversion and Management , 2019 , 197 : 111866 .
ARASTEH F , RIAHY G H . MPC-based approach for online demand side and storage system management in market based wind integrated power systems [J]. International Journal of Electrical Power & Energy Systems , 2019 , 106 : 124 - 137 .
LUO Lizi , GU Wei , ZHANG Xiaoping , et al . Optimal siting and sizing of distributed generation in distribution systems with PV solar farm utilized as STATCOM (PV-STATCOM) [J]. Applied Energy , 2018 , 210 : 1092 - 1100 .
刘泽健 , 杨苹 , 许志荣 . 考虑典型日经济运行的综合能源系统容量配置 [J]. 电力建设 , 2017 , 38 ( 12 ): 51 - 59 .
LIU Zejian , YANG Ping , XU Zhirong . Capacity allocation of integrated energy system considering typical day economic operation [J]. Electric Power Construction , 2017 , 38 ( 12 ): 51 - 59 .
许周 , 孙永辉 , 谢东亮 , 等 . 计及电/热柔性负荷的区域综合能源系统储能优化配置 [J]. 电力系统自动化 , 2020 , 44 ( 2 ): 53 - 59 .
XU Zhou , SUN Yonghui , XIE Dongliang , et al . Optimal configuration of energy storage for integrated region energy system considering power/thermal flexible load [J]. Automation of Electric Power Systems , 2020 , 44 ( 2 ): 53 - 59 .
XU Chuanbo , KE Yiming , LI Yanbin , et al . Data-driven configuration optimization of an off-grid wind/PV/hydrogen system based on modified NSGA-Ⅱ and CRITIC-TOPSIS [J]. Energy Conversion and Management , 2020 , 215 : 112892 .
HANLEY E S , DEANE J , GALLACHÓIR B Ó . The role of hydrogen in low carbon energy futures—a review of existing perspectives [J]. Renewable and Sustainable Energy Reviews , 2018 , 82 : 3027 - 3045 .
孔令国 , 蔡国伟 , 李龙飞 , 等 . 风光氢综合能源系统在线能量调控策略与实验平台搭建 [J]. 电工技术学报 , 2018 , 33 ( 14 ): 3371 - 3384 .
KONG Lingguo , CAI Guowei , LI Longfei , et al . Online energy control strategy and experimental platform of integrated energy system of wind, photovoltaic and hydrogen [J]. Transactions of China Electrotechnical Society , 2018 , 33 ( 14 ): 3371 - 3384 .
王靖 , 康丽霞 , 刘永忠 . 化工系统消纳可再生能源的电-氢协调储能系统优化设计 [J]. 化工学报 , 2020 , 71 ( 3 ): 1131 - 1142 .
WANG Jing , KANG Lixia , LIU Yongzhong . Optimal design of electricity-hydrogen energy storage systems for renewable energy penetrating into chemical process systems [J]. CIESC Journal , 2020 , 71 ( 3 ): 1131 - 1142 .
肖浩 , 裴玮 , 孔力 . 含大规模电动汽车接入的主动配电网多目标优化调度方法 [J]. 电工技术学报 , 2017 , 32 ( 增刊2 ): 179 - 189 .
XIAO Hao , PEI Wei , KONG Li . Multi-objective optimization scheduling method for active distribution network with large scale electric vehicles [J]. Transactions of China Electrotechnical Society , 2017 , 32 ( Supplement 2 ): 179 - 189 .
王晞 , 徐浩 , 王海燕 , 等 . 考虑风电和电动汽车不确定性的综合能源系统日前经济调度 [J]. 电力建设 , 2020 , 41 ( 12 ): 80 - 89 .
WANG Xi , XU Hao , WANG Haiyan , et al . Day-ahead economic dispatch of integrated energy system considering uncertainties of wind power and electric vehicles [J]. Electric Power Construction , 2020 , 41 ( 12 ): 80 - 89 .
GEIDL M , KOEPPEL G , FAVRE-PERROD P , et al . Energy hubs for the future [J]. IEEE Power and Energy magazine , 2006 , 5 ( 1 ): 24 - 30 .
SHI R , LI S , ZHANG P , et al . Integration of renewable energy sources and electric vehicles in V2G network with adjustable robust optimization [J]. Renewable Energy , 2020 , 153 : 1067 - 1080 .
SADEGHI D , NAGHSHBANDY A H , BAHRAMARA S . Optimal sizing of hybrid renewable energy systems in presence of electric vehicles using multi-objective particle swarm optimization [J]. Energy , 2020 , 209 : 118471 .
闫志杰 , 张蕊萍 , 董海鹰 , 等 . 基于需求响应的电动汽车充放电电价与时段研究 [J]. 电力系统保护与控制 , 2018 , 46 ( 15 ): 16 - 22 .
YAN Zhijie , ZHANG Ruiping , DONG Haiying , et al . Price and period research of electric vehicles charging and discharging based on demand response [J]. Power System Protection and Control , 2018 , 46 ( 15 ): 16 - 22 .
田立亭 , 史双龙 , 贾卓 . 电动汽车充电功率需求的统计学建模方法 [J]. 电网技术 , 2010 , 34 ( 11 ): 126 - 130 .
TIAN Liting , SHI Shuanglong , JIA Zhuo . A statistical model for charging power demand of electric vehicles [J]. Power System Technology , 2010 , 34 ( 11 ): 126 - 130 .
陈丽丹 , 张尧 , Antonio FIGUEIREDO . 电动汽车充放电负荷预测研究综述 [J]. 电力系统自动化 , 2019 , 43 ( 10 ): 177 - 191 .
CHEN Lidan , ZHANG Yao , Antonio FIGUEIREDO . Overview of charging and discharging load forecasting for electric vehicles [J]. Automation of Electric Power Systems , 2019 , 43 ( 10 ): 177 - 191 .
陶仁峰 , 李凤婷 , 李永东 , 等 . 基于云层分布规律与太阳光跟踪的光伏电站MPPT策略 [J]. 电力系统自动化 , 2018 , 42 ( 5 ): 25 - 33 .
TAO Renfeng , LI Fengting , LI Yongdong , et al . MPPT strategy of photovoltaic station based on cloud distribution pattern and sunlight tracking [J]. Automation of Electric Power Systems , 2018 , 42 ( 5 ): 25 - 33 .
BOWDEN G , BARKER P , SHESTOPAL V , et al . The Weibull distribution function and wind power statistics [J]. Wind Engineering , 1983 , 7 ( 2 ): 85 - 98 .
LIU Zifa , CHEN Yixiao , ZHUO Ranqun , et al . Energy storage capacity optimization for autonomy microgrid considering CHP and EV scheduling [J]. Applied Energy , 2018 , 210 : 1113 - 1125 .
ZHOU Jianli , WU Yunna , ZHONG Zhiming , et al . Modeling and configuration optimization of the natural gas-wind-photovoltaic-hydrogen integrated energy system: a novel deviation satisfaction strategy [J]. Energy Conversion and Management , 2021 , 243 : 114340 .
单彤文 , 宋鹏飞 , 李又武 , 等 . 制氢、储运和加注全产业链氢气成本分析 [J]. 天然气化工 , 2020 , 45 ( 1 ): 85 - 90 .
SHAN Tongwen , SONG Pengfei , LI Youwu , et al . Cost analysis of hydrogen from the perspective of the whole industrial chain of production, storage, transportation and refueling [J]. Natural Gas Chemical Industry , 2020 , 45 ( 1 ): 85 - 90 .
LI Jie , HE Yingluo , TAN Li , et al . Integrated tunable synthesis of liquid fuels via Fischer-Tropsch technology [J]. Nature Catalysis , 2018 , 1 ( 10 ): 787 - 793 .
FANG Ruiming . Multi-objective optimized operation of integrated energy system with hydrogen storage [J]. International Journal of Hydrogen Energy , 2019 , 44 ( 56 ): 29409 - 29417 .
KHIAREDDINE A , SALAH C B , REKIOUA D , et al . Sizing methodology for hybrid photovoltaic /wind/ hydrogen/battery integrated to energy management strategy for pumping system [J]. Energy , 2018 , 153 : 743 - 762 .
周灿煌 , 郑杰辉 , 荆朝霞 , 等 . 面向园区微网的综合能源系统多目标优化设计 [J]. 电网技术 , 2018 , 42 ( 6 ): 1687 - 1696 .
ZHOU Canhuang , ZHENG Jiehui , JING Zhaoxia , et al . Multi-objective optimal design of integrated energy system for park-level microgrid [J]. Power System Technology , 2018 , 42 ( 6 ): 1687 - 1696 .
陈红坤 , 夏方舟 , 袁栋 , 等 . 直流配电网中含光伏的电动汽车快速充电站优化配置方案 [J]. 电力系统自动化 , 2020 , 44 ( 16 ): 53 - 60 .
CHEN Hongkun , XIA Fangzhou , YUAN Dong , et al . Optimal configuration scheme of fast electric vehicle charging station with photovoltaic in DC distribution network [J]. Automation of Electric Power Systems , 2020 , 44 ( 16 ): 53 - 60 .
0
浏览量
0
下载量
37
CSCD
关联资源
相关文章
相关作者
相关机构
京公网安备11010802024621