面向多时间尺度市场交易的电网企业代理购电决策模型Decision-making model of electricity purchasing agent service of power grid enterprises for multi-time-scale market transactions
吴华华,张思,甘雯,沈诚亮,江昕玥,李雅婷,杨莉
WU Huahua,ZHANG Si,GAN Wen,SHEN Chengliang,JIANG Xinyue,LI Yating,YANG Li
摘要(Abstract):
电网企业在多时间尺度电力市场中分配购电量时需要跟踪代理购电负荷和市场价格的变化,评估市场交易价格波动、实际负荷波动和需求响应多重不确定性导致的风险。为此,提出了面向多时间尺度市场中考虑用户需求响应的电网企业代理购电决策模型。首先,分析了电网企业参与的电力市场购电的交易策略,建立电网企业在多时间尺度市场代理购电策略的收益与风险模型。然后,采用场景分析法模拟实际负荷波动对本月购电量的影响,并基于投资组合理论构建电网企业代理购电电量分配优化模型。最后,采用浙江省现货市场试运行实际数据和需求响应演练数据进行仿真分析。结果表明,所提出的电网企业代理购电决策模型能有效降低风险,并能根据电网企业不同风险偏好和负荷预测精度分配其在多个不同时间尺度电力市场的购电比例。
Power grid enterprises need to monitor the purchasing load of the agent and the changes of the market price, and evaluate the risks caused by the multiple uncertainties of the fluctuation of market transaction price, actual load fluctuation and demand response when allocating the proportion of power procurement in the multi-time scale electricity market. Based on the portfolio theory, a power procurement surrogate decision-making model of electricity purchasing agent service of decision-making model for power grid enterprises in the multi-time scale electricity market considering users' demand response is proposed. Firstly, the transaction strategies of power grid enterprises participating in the electricity market are analyzed, and the profit and risk models of electricity purchasing agent service strategy in the multi-time scale electricity market are established. Then, the scenario analysis method is used to simulate the effect of actual load fluctuation on power procurement surrogate in this month. Based on the portfolio theory, an optimization model for the electricity purchasing agent service of power grid enterprises is constructed. Finally, the actual data of the Zhejiang spot market trial operation and the demand response exercise are used for simulation analysis. The results illustrate that the decision-making model of electricity purchasing agent service of power grid enterprises can effectively reduce the risk, and allocate the proportion of power procurement in the multi-time scale electricity market according to different risk preferences and degrees of load forecasting accuracy.
关键词(KeyWords):
电网企业;代理购电;不确定性;需求响应;投资组合理论
power grid enterprises;electricity purchasing agent service;uncertainty;demand response;portfolio theory
基金项目(Foundation): 国网浙江省电力有限公司科技项目(B311UZ220002)
作者(Author):
吴华华,张思,甘雯,沈诚亮,江昕玥,李雅婷,杨莉
WU Huahua,ZHANG Si,GAN Wen,SHEN Chengliang,JIANG Xinyue,LI Yating,YANG Li
DOI: 10.19585/j.zjdl.202309006
参考文献(References):
- [1]国家发展和改革委员会.国家发展改革委办公厅关于组织开展电网企业代理购电工作有关事项的通知[EB/OL].(2021-10-26)[2022-08-02].http://www.gov.cn/zhengce/zhengceku/2021-10/27/content_5645848.htm.
- [2]浙江省经济和信息化厅.电网企业服务代理购电有问必答[EB/OL].(2021-12-02)[2022-08-02]. https://jxt. zj.gov.cn/art/2021/12/2/art_1660149_58927868.html.
- [3]陈启鑫,房曦晨,郭鸿业,等.电力现货市场建设进展与关键问题[J].电力系统自动化,2021,45(6):3-15.CHEN Qixin,FANG Xichen,GUO Hongye,et al.Progress and key issues for construction of electricity spot market[J].Automation of Electric Power Systems,2021,45(6):3-15.
- [4]罗舒瀚,蒋传文,王旭,等.新电改背景下售电公司的购售电策略及风险评估[J].电网技术,2019,43(3):944-953.LUO Shuhan,JIANG Chuanwen,WANG Xu,et al.Power trading strategy and risk assessment of electricity retailing company under power system reform[J]. Power System Technology,2019,43(3):944-953.
- [5]杨萌,艾欣,唐亮,等.计及风险规避的售电公司平衡市场优化交易策略研究[J].电网技术,2016,40(11):3300-3309.YANG Meng,AI Xin,TANG Liang,et al.Optimal trading strategy in balancing market for electricity retailer considering risk aversion[J]. Power System Technology,2016,40(11):3300-3309.
- [6] XU W B,ZHANG P,WEN D H.Decision-making model of electricity purchasing for electricity retailers based on conditional value-atRisk in day-ahead market[C]//202012th IEEE PES Asia-Pacific Power and Energy Engineering Conference(APPEEC),September 20-23,2020,Nanjing,China. IEEE,2020:1-5.
- [7] CHARWAND M,GITIZADEH M. Risk-based procurement strategy for electricity retailers:different scenariobased methods[J]. IEEE Transactions on Engineering Management,2020,67(1):141-151.
- [8]陈中飞,于鹏,白杨,等.南方(以广东起步)电力现货市场试运行分析体系与实例[J].电力系统自动化,2021,45(6):186-194.CHEN Zhongfei,YU Peng,BAI Yang,et al.Analytical architecture and example of trial operation of Southern China(starting from Guangdong Province)electricity spot market[J].Automation of Electric Power Systems,2021,45(6):186-194.
- [9] FANG X,CUI M J. Analytical model of day-ahead and real-time price correlation in strategic wind power offering[J].Journal of Modern Power Systems and Clean Energy,2020,8(5):1024-1027.
- [10] MARKOWITZ H. Portfolio selection[J]. The Journal of Finance,1952,7(1):77.
- [11]田世明,王蓓蓓,张晶.智能电网条件下的需求响应关键技术[J].中国电机工程学报,2014,34(22):3576-3589.TIAN Shiming,WANG Beibei,ZHANG Jing.Key technologies for demand response in smart grid[J]. Proceedings of the CSEE,2014,34(22):3576-3589.
- [12] MAHMOUDI N,SAHA T K,EGHBAL M.A new demand response scheme for electricity retailers[J].Electric Power Systems Research,2014,108:144-152.
- [13]任艺,周明,李庚银.考虑用户需求响应的售电公司购售电决策双层模型[J].电力系统自动化,2017,41(14):30-36.REN Yi,ZHOU Ming,LI Gengyin.Bi-level model of electricity procurement and sale strategies for electricity retailers considering users'demand response[J].Automation of Electric Power Systems,2017,41(14):30-36.
- [14] QIU D W,PAPADASKALOPOULOS D,YE Y J,et al.Investigating the effects of demand flexibility on electricity retailers’ business through a tri-level optimisation model[J].IET Generation,Transmission&Distribution,2020,14(9):1739-1750.
- [15]郭昆健,高赐威,林国营,等.现货市场环境下售电商激励型需求响应优化策略[J].电力系统自动化,2020,44(15):28-35.GUO Kunjian,GAO Ciwei,LIN Guoying,et al.Optimization strategy of incentive based demand response for electricity retailer in spot market environment[J].Automation of Electric Power Systems,2020,44(15):28-35.
- [16]胡晨,杜松怀,苏娟,等.新电改背景下我国售电公司的购售电途径与经营模式探讨[J].电网技术,2016,40(11):3293-3299.HU Chen,DU Songhuai,SU Juan,et al. Preliminary research of trading approach and management modes of Chinese electricity retail companies under new electricity market reform[J].Power System Technology,2016,40(11):3293-3299.
- [17]窦迅,王俊,叶飞,等.考虑虚拟电厂组合策略的售电公司优化调度及购售电决策[J].电网技术,2020,44(6):2078-2086.DOU Xun,WANG Jun,YE Fei,et al.Optimal dispatching and purchase-sale decision making of electricity retailers considering virtual power plant combination strategies[J].Power System Technology,2020,44(6):2078-2086.
- [18]李博.考虑现货电价不确定性和用户需求响应的售电公司购售电决策模型及应用[D].重庆:重庆大学,2018.LI Bo.Decision-making model and its application of power companies considering the uncertainty of spot electricity price and the response of users'demand[D].Chongqing:Chongqing University,2018.
- [19] DO PRADO J C,QIAO W.A stochastic decision-making model for an electricity retailer with intermittent renewable energy and short-term demand response[J]. IEEE Transactions on Smart Grid,2019,10(3):2581-2592.
- [20]涂京,周明,李庚银,等.面向居民需求响应的售电公司势博弈分布式优化策略[J].中国电机工程学报,2020,40(2):400-411.TU Jing,ZHOU Ming,LI Gengyin,et al. A potential game based distributed optimization strategy for the electricity retailer considering residential demand response[J].Proceedings of the CSEE,2020,40(2):400-411.
- [21]唐力,刘继春,杨阳方,等.基于信息间隙决策理论的多种零售合同模式下售电公司购售电策略[J].电网技术,2019,43(6):1978-1988.TANG Li,LIU Jichun,YANG Yangfang,et al.Study on strategies of electricity procurement and sale of power retailer with multiple retail contract modes based on information gap decision theory[J]. Power System Technology,2019,43(6):1978-1988.
- [22]于壮状,周鹏程,曾鸣.区域电力现货市场交易机制评价方法研究[J].山东电力技术,2021,48(10):17-24.YU Zhuangzhuang,ZHOU Pengcheng,ZENG Ming.Research on evaluation method of trading mechanism in regional electricity spot market[J]. Shandong Electric Power,2021,48(10):17-24.
- [23]肖云鹏,关玉衡,张兰,等.集中式电力现货市场风险规避机制机理分析及建设路径[J].电网技术,2021,45(10):3981-3991.XIAO Yunpeng,GUAN Yuheng,ZHANG Lan,et al.Analysis and construction path of risk hedging mechanism in centralized LMP-based electricity spot market[J].Power System Technology,2021,45(10):3981-3991.
- [24]王蓓蓓,李义荣,李扬,等.考虑响应不确定性的可中断负荷参与系统备用配置的协调优化[J].电力自动化设备,2015,35(11):82-89.WANG Beibei,LI Yirong,LI Yang,et al.Optimal coordination between system reserve and interruptible loads with response uncertainty[J]. Electric Power Automation Equipment,2015,35(11):82-89.
- [25]鲁波.计及风险与需求响应的售电公司运营策略研究[D].南京:东南大学,2018.LU Bo. Research on operation strategy of electricity retailer considering risk and demand response[D].Nanjing:Southeast University,2018.
- [26]贾晨,杜欣慧,姚宏民.计及不确定因素的售电公司动态购电决策多目标优化研究[J].电力系统保护与控制,2019,47(21):134-143.JIA Chen,DU Xinhui,YAO Hongmin.Multi-objective optimization research on dynamic procurement strategy for electricity retailers considering uncertainty factors[J].Power System Protection and Control,2019,47(21):134-143.
- [27]方日升.考虑风电的省级电网多类市场购电风险研究[J].电网与清洁能源,2017,33(4):113-118.FANG Risheng. Research on multi-market power purchasing risk of provincial grid considering wind power[J].Power System and Clean Energy,2017,33(4):113-118.
- [28]李金城,蒋轶澄,江海龙,等.消纳保障机制下增量配售电公司的投资组合决策[J].电力建设,2021,42(10):139-148.LI Jincheng,JIANG Yicheng,JIANG Hailong,et al.Portfolio investment strategies of incremental electricity distribution and retail companies under the guaranteed mechanism for accommodating renewable energy generation[J].Electric Power Construction,2021,42(10):139-148.
- 电网企业
- 代理购电
- 不确定性
- 需求响应
- 投资组合理论
power grid enterprises - electricity purchasing agent service
- uncertainty
- demand response
- portfolio theory