Integrated Intelligent Energy ›› 2023, Vol. 45 ›› Issue (2): 10-21.doi: 10.3969/j.issn.2097-0706.2023.02.002
• Multi-source Complementary • Previous Articles Next Articles
WANG Yunyun2(), MA Zhicheng3(), ZHOU Qiang3(), DONG Haiying*()
Received:
2022-09-16
Revised:
2022-10-10
Published:
2023-02-25
Supported by:
CLC Number:
WANG Yunyun, MA Zhicheng, ZHOU Qiang, DONG Haiying. Robust optimal scheduling of multi-energy cooperative game considering fairness[J]. Integrated Intelligent Energy, 2023, 45(2): 10-21.
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URL: https://www.hdpower.net/EN/10.3969/j.issn.2097-0706.2023.02.002
Table 1
联盟 | 一天的收益 | ||||||
---|---|---|---|---|---|---|---|
W | P | H | C | W | P | H | C |
√ | 511.360 | 0 | 0 | 0 | |||
√ | 0 | 309.390 | 0 | 0 | |||
√ | 0 | 0 | 862.610 | 0 | |||
√ | 0 | 0 | 0 | 284.580 | |||
√ | √ | √ | √ | 1 693.800 | 760.990 | 983.870 | 2 287.540 |
√ | √ | √ | 1 693.800 | 760.990 | 3 269.410 | 0 | |
√ | √ | √ | 1 693.800 | 760.990 | 0 | 983.410 | |
√ | √ | √ | 0 | 866.538 | 2 351.920 | 1 693.800 | |
√ | √ | √ | 1 693.800 | 0 | 2 318.520 | 1 439.690 | |
√ | √ | 1 693.800 | 0 | 3 666.830 | 0 | ||
√ | √ | 1 693.800 | 737.590 | 0 | 0 | ||
√ | √ | 0 | 737.590 | 3 807.370 | 0 | ||
√ | √ | 1 693.800 | 0 | 0 | 1 439.690 | ||
√ | √ | 0 | 737.590 | 0 | 1 693.800 | ||
√ | √ | 0 | 0 | 2 694.900 | 1 693.800 |
Table 2
联盟 | 特征函数 | 边际贡献 | |||
---|---|---|---|---|---|
W | P | H | C | ||
{W} | v{W}=0 | 0 | 0 | 0 | 0 |
{P} | v{P}=0 | 0 | 0 | 0 | 0 |
{H} | v{H}=0 | 0 | 0 | 0 | 0 |
{C} | v{C}=0 | 0 | 0 | 0 | 0 |
{WPHC} | v{WPHC}= 3 749.26 | 3 749.26 | 3 749.26 | 3 749.26 | 3 749.26 |
{WPH} | v{WPH}= 3 794.26 | 3 794.26 | 3 794.26 | 3 794.26 | 0 |
{WPC} | v{WPC}=398.71 | 398.71 | 398.71 | 0 | 398.71 |
{PHC} | v{PHC}= 2 980.32 | 0 | 2 980.32 | 2 980.32 | 2 980.32 |
{WHC} | v{WHC}= 3 520.70 | 3 520.70 | 0 | 3 520.70 | 3 520.70 |
{WP} | v{WP}=499.45 | 499.45 | 499.45 | 0 | 0 |
{HC} | v{HC}=2 456.76 | 0 | 0 | 2 456.76 | 2 456.76 |
{WH} | v{WH}= 5 360.63 | 5 360.63 | 0 | 5 360.63 | 0 |
{PH} | v{PH}=2 613.02 | 0 | 2 613.02 | 2 613.02 | 0 |
{WC} | v{WC}=1 201.55 | 1 201.55 | 0 | 0 | 1 201.55 |
{PC} | v{PC}=499.50 | 0 | 499.50 | 0 | 499.50 |
Table 3
联盟 | 参与者收益 | |||
---|---|---|---|---|
W | P | H | C | |
{WPHC} | 974.81 | 599.88 | 1 649.67 | 449.91 |
{WPC} | 986.51 | 607.08 | 1 669.45 | 0 |
{WPC} | 103.66 | 63.79 | 0 | 47.85 |
{PHC} | 0 | 476.851 2 | 1 311.341 0 | 357.638 4 |
{WHC} | 915.38 | 0 | 1 549.11 | 422.48 |
{PC} | 129.86 | 79.91 | 0 | 0 |
{WC} | 0 | 0 | 1 080.974 0 | 294.811 2 |
{HC} | 1 393.76 | 0 | 2 358.68 | 0 |
{WP} | 0 | 418.08 | 1 149.73 | 0 |
{WH} | 312.40 | 0 | 0 | 144.19 |
{PH} | 0 | 79.92 | 0 | 59.94 |
[1] | Energy Transitions Commission, Rocky Mountain Institute. China 2050: A fully developed rich zero-carbon economy[R]. ETC&RMI, 2019. |
[2] | 李铁, 李正文, 杨俊友, 等. 计及调峰主动性的风光水火储多能系统互补协调优化调度[J]. 电网技术, 2020, 44(10): 3622-3630. |
LI Tie, LI Zhengwen, YANG Junyou, et al. Complementary coordination and optimal dispatching of wind, solar, hydro thermal energy storage multi energy system considering peak shaving initiative[J]. Power System Technology, 2020, 44 (10): 3622-3630. | |
[3] | 侯慧, 徐焘, 肖振锋, 等. 计及可调控负荷的发用电一体化综合优化调度[J]. 电网技术, 2020, 44(11): 4294-4304. |
HOU Hui, XU Tao, XIAO Zhenfeng, et al. Generation and load integrated optimal scheduling considering adjustable load[J]. Power System Technology, 2020, 44(11):4294-4304. | |
[4] | 温正楠, 刘继春. 风光水互补发电系统与需求侧数据中心联动的优化调度方法[J]. 电网技术, 2019, 43(7): 2449-2460. |
WEN Zhengnan, LIU Jichun. A optimal scheduling method for hybrid wind-solar-hydro power generation system with data center in demand side[J]. Power System Technology, 2019, 43 (7): 2449-2460. | |
[5] | 崔杨, 张汇泉, 仲悟之, 等. 基于分时能量互补的风电-光热联合外送容量优化配置方法[J]. 电网技术, 2019, 43(11): 3875-3882. |
CUI Yang, ZHANG Huiquan, ZHONG Wuzhi, et al. An optimization method to determine power delivery capacity of combined wind-CSP system based on time-sharing energy complementation[J]. Power System Technology, 2019, 43(11): 3875-3882. | |
[6] | 戴嘉彤, 董海鹰. 基于抽水蓄能电站的风光互补发电系统容量优化研究[J]. 电网与清洁能源, 2019, 35(6): 76-82. |
DAI Jiatong, DONG Haiying. Research on capacity optimization of wind solar complementary power generation system based on pumped storage power station[J]. Power System and Clean Energy, 2019, 35(6): 76-82. | |
[7] | 孙伟卿, 宋赫, 秦艳辉, 等. 考虑灵活性供需不确定性的储能优化配置[J]. 电网技术, 2020, 44(12): 4486-4497. |
SUN Weiqing, SONG He, QIN Yanhui, et al. Optimal allocation of energy storage system considering uncertainty of flexibility supply and demand[J]. Power System Technology, 2020, 44(12): 4486-4497. | |
[8] | 李咸善, 马凯琳, 程杉. 含多区域综合能源系统的主动配电网双层博弈优化调度策略[J]. 电力系统保护与控制, 2022, 42(1):8-22. |
LI Xianshan, MA Kailin, CHENG Shan. Dispatching strategy of active distribution network with multiple regional integrated energy systems based on two-level game optimization[J]. Power System Protection and Control, 2022, 42(1):8-22. | |
[9] | 陈岑, 武传涛, 康慨, 等. 基于改进Owen值法的分布式储能双层合作博弈优化策略[J]. 中国电机工程学报, 2022, 42(11):3924-3935. |
CHEN Cen, WU Chuantao, KANG Kai, et al. Optimal strategy of distributed energy storage two-layer cooperative game based on improved Owen-value method[J]. Proceedings of the CSEE, 2022, 42(11):3924-3935. | |
[10] | 李得民, 吴在军, 赵波. 多微电网系统的合作博弈模型及其优化调度策略[J]. 中国电机工程学报, 2022, 42(14):5140-5153. |
LI Demin, WU Zaijun, ZHAO Bo. Cooperative game model and optimal dispatch strategy of multi-microgrid system[J]. Proceedings of the CSEE, 2022, 42(14):5140-5153. | |
[11] |
MOHAMMADI R, MASHHADI H R, SHAHIDEHPOUR M. Market-based customer reliability provision in distribution systems based on game theory: A bi-level optimization approach[J]. IEEE Transactions on Smart Grid, 2019, 10 (4): 3840-3848.
doi: 10.1109/TSG.5165411 |
[12] |
GHORBANIAN M, DOLATABADI S H, SIANO P. Game theory-based energy-management method considering autonomous demand response and distributed generation interactions in smart distribution systems[J]. IEEE Systems Journal, 2021, 15(1): 905-914.
doi: 10.1109/JSYST.4267003 |
[13] | 张靠社, 冯培基, 张刚, 等. 考虑机会约束的多能源微电网双层优化配置[J]. 太阳能学报, 2021, 42(8):41-48. |
ZHANG Kaoshe, FENG Peiji, ZHANG Gang, et al. Bi-level optimization configuration method for multi energy microgrid considering chance constraints[J]. Acta Energiae Solaris Sinica, 2021, 42 (8): 41-48. | |
[14] |
LU C, WANG J, YAN R. Multi-objective optimization of combined cooling, heating and power system considering the collaboration of thermal energy storage with load uncertainties[J]. Journal of Energy Storage, 2021, 40: 102819-102829.
doi: 10.1016/j.est.2021.102819 |
[15] | 丁明, 吴伟, 吴红斌. 风速概率分布参数预测及应用[J]. 电网技术, 2008, 32(14): 10-14. |
DING Ming, WU Wei, WU Hongbin. Research on forecasting of probabilistic distribution parameters of wind speed and its application[J]. Power System Technology, 2008, 32 (14): 10-14. | |
[16] | 张喆, 李庚银, 魏军强. 考虑分布式电源随机特性的配电网电压质量概率评估[J]. 中国电机工程学报, 2013, 33(13): 150-156. |
ZHANG Zhe, LI Gengyin, WEI Junqiang. Probabilistic evaluation of voltage quality in distribution networks considering the stochastic characteristic of distributed generators[J]. Proceedings of the CSEE, 2013, 33 (13): 150-156. | |
[17] | 陈寒, 唐忠, 鲁家阳, 等. 基于CVaR量化不确定性的微电网优化调度研究[J]. 电力系统保护与控制, 2021, 49(5): 105-115. |
CHEN Han, TANG Zhong, LU Jiayang, et al. Research on optimal dispatch of a microgrid based on CVaR quantitative uncertainty[J]. Power System Protection and Control, 2021, 49(5): 105-115. | |
[18] |
PRADO J C D, CHIKEZIE U. Decision model for an electricity retailer with energy storage and virtual bidding under daily and hourly CVaR assessment[J]. IEEE Access, 2021, 9: 106181-106191.
doi: 10.1109/ACCESS.2021.3100815 |
[19] | 帅轩越, 王秀丽, 吴雄, 等. 计及条件风险价值下基于合作博弈的多微网协同优化调度[J]. 电网技术, 2022, 46(1) :130-137. |
SHUAI Xuanyue, WANG Xiuli, WU Xiong, et al. Cooperative optimal scheduling of multi-microgrids based on cooperative game considering conditional value at risk[J]. Power System Technology, 2022, 46(1) :130-137. | |
[20] | 姜明军, 任明远, 徐兰兰, 等. 计及分布式电源不确定性的多微网鲁棒博弈研究[J]. 可再生能源, 2021, 39(4): 533-540. |
JIANG Mingjun, REN Mingyuan, XU Lanlan, et al. Research on robust game in multi-microgrid considering distributed generation uncertainty[J]. Renewable Energy Resources, 2021, 39 (4): 533-540. | |
[21] |
邬嘉雨, 刘洋, 许立雄, 等. 区块链技术下考虑风电不确定性的微网群鲁棒博弈交易模式[J]. 电力建设, 2021, 42(9): 10-21.
doi: 10.12204/j.issn.1000-7229.2021.09.002 |
WU Jiayu, LIU Yang, XU Lixiong, et al. Robust game transaction model of multi-microgrid system applying blockchain technology considering wind power uncertainty[J]. Electric Power Construction, 2021, 42 (9): 10-21.
doi: 10.12204/j.issn.1000-7229.2021.09.002 |
|
[22] | 柯人观, 黄民翔, 徐辰婧. 基于信息熵的电力调度公平性指标探讨[J]. 华东电力, 2012, 40(6): 1060-1063. |
KE Renguan, HUANG Minxiang, XU Chenjing. Impartiality index of power dispatching based on information entropy[J]. East China Electric Power, 2012, 40 (6): 1060-1063. | |
[23] | 赵翔宇, 安成, 姚刚, 等. 我国电力市场改革的调度公平性评价指标体系研究[J]. 电力大数据, 2018, 21(3): 44-50. |
ZHAO Xiangyu, AN Cheng, YAO Gang, et al. Research on power dispatching fairness evaluation index system adapted to the power market reform in our country[J]. Power Systems and Big Data, 2018, 21 (3): 44-50. | |
[24] | 易文飞. 智能配网环境下需求侧资源与可再生能源集成方法研究[D]. 北京: 华北电力大学, 2019. |
YI Wenfei. Research on integration method of demand side resources and renewable energy in intelligent distribution network[D]. Beijing: North China Electric Power University, 2019. | |
[25] | 季东旭. 市场境下基于合作博弈的风-水-火电厂收益分配研究[D]. 西安: 西安理工大学, 2019. |
JI Dongxu. Research on income distribution of wind-water-thermal power plants based on cooperative game under market conditions[D]. Xi'an: Xi'an University of Technology, 2019. | |
[26] | 孙亮, 张娜, 李宁, 等. 基于基尼系数电量进度公平性的日内滚动发电计划[J]. 电网技术, 2020, 44(1): 340-347. |
SUN Liang, ZHANG Na, LI Ning, et al. An intra-day rolling scheduling considering energy equity based on Gini coefficient[J]. Power System Technology, 2020, 44 (1): 340-347. | |
[27] | 贠韫韵, 董海鹰, 陈钊, 等. 考虑随机性及光热电站参与的多源发电系统两阶段随机优化调度[J]. 电力系统保护与控制, 2020, 48(4): 30-38. |
YUN Yunyun, DONG Haiying, CHEN Zhao, et al. A two-stage stochastic scheduling optimization for multi-source power system considering randomness and concentrating solar power plant participation[J]. Power System Protection and Control, 2020, 48 (4): 30-38. | |
[28] |
刘静, 史梦鸽, 胡永锋. 含电池储能系统的智能楼宇多阶段能量管理策略[J]. 综合智慧能源, 2022, 44(3): 29-37.
doi: 10.3969/j.issn.2097-0706.2022.03.005 |
LIU Jing, SHI Mengge, HU Yongfeng. Multi-stage energy management strategy for smart buildings with BESS[J]. Integrated Intelligent Energy, 2022, 44(3): 29-37.
doi: 10.3969/j.issn.2097-0706.2022.03.005 |
|
[29] | 董文略, 王群, 杨莉. 含风光水的虚拟电厂与配电公司协调调度模型[J]. 电力系统自动化, 2015, 39(9): 75-81,207. |
DONG Wenlue, WANG Qun, YANG Li. A coordinated dispatching model for a distribution utility and virtual power plant with wind/photovoltaic/hydro generators[J]. Automation of Electric Power Systems, 2015, 39(9):75-81,207. | |
[30] |
CHEN R Z, SUN H B, GUO Q L, et al. Reducing generation uncertainty by integrating CSP with wind power: An adaptive robust optimization-based analysis[J]. IEEE Transactions on Sustainable Energy, 2015, 6(2):583-594.
doi: 10.1109/TSTE.2015.2396971 |
[31] | 梅生伟, 王莹莹, 刘锋. 风-光-储混合电力系统的博弈论规划模型与分析[J]. 电力系统自动化, 2011, 35(20): 13-19. |
MEI Shengwei, WANG Yingying, LIU Feng. A game theory planning model and analysis of wind optical storage hybrid power system[J]. Automation of Electric Power Systems, 2011, 35 (20): 13-19. | |
[32] | 王莹莹, 梅生伟, 刘锋. 混合电力系统合作博弈规划的分配策略研究[J]. 系统科学与数学, 2012, 32 (4): 418-428. |
WANG Yingying, MEI Shengwei, LIU Feng. Imputation schemes for the cooperative game in the hybrid power system planning[J]. Journal of Systems Science and Mathematical Sciences, 2012, 32 (4): 418-428.
doi: 10.12341/jssms11861 |
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