Journal of Shandong University(Engineering Science) ›› 2022, Vol. 52 ›› Issue (5): 24-34.doi: 10.6040/j.issn.1672-3961.0.2022.177

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Demand response strategy for distributed photovoltaic smart community based on model prediction of user behavior analysis

LIU Zhen1, SUN Yuanyuan1*, LI Yahui1, XU Qingshen1, YU Tao2, PANG Yanqing3   

  1. 1. School of Electrical Engineering, Shandong University, Jinan 250061, Shandong, China;
    2. Jinan City Planning and Design Institute, Jinan 250000, Shandong, China;
    3. Shandong Electric Times Energy Technology Co., Ltd., Jinan 250022, Shandong, China
  • Published:2022-10-20

CLC Number: 

  • TM73
[1] 于璇.智能家居互联互通标准跨界落地的新开始[J].电器,2020,1(10):13. YU Xuan.A new start for the cross-border implementation of smart home interconnection standards[J]. Electrical Appliances, 2020, 1(10):13.
[2] 龚诚嘉锐,林顺富,边晓燕, 等.基于多主体主从博弈的负荷聚合商经济优化模型[J].电力系统保护与控制,2022,50(2):30-40. GONGCHENG Jiarui, LIN Shunfu, BIAN Xiaoyan, et al. Economic optimization model of load aggregator based on multi-agent master-slave game[J]. Power System Protection and Control, 2022, 50(2):30-40.
[3] 刘建明.融合通信促进智能用电飞速发展[J].供用电,2014,1(8):14-15. LIU Jianming.Converged communication promotes the rapid development of smart electricity[J]. Power Supply, 2014, 1(8):14-15.
[4] 姚建国,杨胜春,王珂,等.智能电网“源-网-荷”互动运行控制概念及研究框架[J].电力系统自动化,2012,36(21):1-6. YAO Jianguo, YANG Shengchun, WANG Ke, et al. The concept and research framework of “source-grid-load” interactive operation control for smart grids[J].Automation of Electric Power Systems, 2012, 36(21):1-6.
[5] 撖奥洋,邓星,文明浩,等.高渗透率下大电网应对微网接入的策略[J].电力系统自动化,2010,34(1):78-83. AO Aoyang, DENG Xing, WEN Minghao, et al. Strategies for large power grids to respond to microgrid access under a high penetration rate[J]. Automation of Electric Power Systems, 2010, 34(1):78-83.
[6] 曾博,杨雍琦,段金辉,等.新能源电力系统中需求侧响应关键问题及未来研究展望[J].电力系统自动化,2015,39(17):10-18. ZENG Bo, YANG Yongqi, DUAN Jinhui, et al. Key issues and future research prospects of demand-side response in new energy power systems[J]. Automation of Electric Power Systems, 2015, 39(17):10-18.
[7] 郭亦宗,冯斌,岳铂雄,等.负荷聚合商模式下考虑需求响应的超短期负荷预测[J].电力系统自动化,2020,45(1):1-16. GUO Yizeng, FENG Bin, YUE Boxiong, et al.Ultra-short-term load forecasting considering demand response under load aggregator mode[J]. Automation of Electric Power Systems, 2020, 45(1):1-16.
[8] KUZLU M. Score-based intelligent home energy management(HEM)algorithm for demand response applications and impact of HEM operation on customer comfort[J]. Generation Transmission & Distribution Iet, 2015, 9(7):627-635.
[9] 彭文昊,陆俊,冯勇军,等.计及用户参与不确定性的需求响应策略优化方法[J].电网技术,2018,42(5):1588-1594. PENG Wenhao, LU Jun, FENG Yongjun, et al. Demand response strategy optimization method considering user participation uncertainty[J]. Power Grid Technology, 2018, 42(5):1588-1594.
[10] 马汉杰,林霞,胥晓晖,等.基于自适应粒子群算法的智能家居管理系统负荷优化模型[J].山东大学学报(工学版),2017,47(6):57-62. MA Hanjie, LIN Xia, XU Xiaohui, et al. Load optimization model of smart home management system based on adaptive particle swarm algorithm[J]. Journal of Shandong University(Engineering Edition), 2017, 47(6):57-62.
[11] 郑若楠,李志浩,唐雅洁,等.考虑居民用户参与度不确定性的激励型需求响应模型与评估[J].电力系统自动化,2022,46(8):154-162. ZHENG Ruonan, LI Zhihao, TANG Yajie, et al.Incentive demand response model and evaluation considering uncertainty of residential user participation[J]. Automation of Electric Power Systems, 2022, 46(8):154-162.
[12] 米夏,徐晓红,刘小恺.基于波动特性的光伏电站出力时间序列建模方法研究[J].微型电脑应用, 2022, 38(3):120-122. MI Xia, XU Xiaohong, LIU Xiaokai. Research on modeling method of photovoltaic power station output time series based on fluctuation characteristics[J].Microcomputer Application, 2022, 38(3):120-122.
[13] SHAO S, PIPATTANASOMPORN M, RAHMAN S.Development of physical-based demand response-enabled residential load models[J]. IEEE Transactions on Power Systems, 2013, 28(2):607-614.
[14] ZHANG P, ZHOU X, PELLICCIONE P, et al. RBF-MLMR: a multi-label metamorphic relation prediction approach using RBF neural network[J].IEEE Access, 2017, 5:21791-21805.
[15] 张晓东,艾欣,潘玺安. 考虑用户可调度潜力的负荷聚合商优化调度策略[J]. 华北电力大学学报(自然科学版), 2022, 4(8):1-16. ZHANG Xiaodong, AI Xin, PAN Xian. Load aggregator optimal scheduling strategy considering user scheduling potential[J]. Journal of North China Electric Power University(Natural Science Edition), 2022, 4(8):1-16.
[16] 闫坤,沈苏彬.一种基于智能家居的用户行为预测方法[J].计算机技术与发展,2020,30(1):19-24. YAN Kun, SHEN Subin.A user behavior prediction method based on smart home[J]. Computer Technology and Development, 2020, 30(1):19-24.
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