基于NSGA-II和熵权法的氢综合能源系统商业运营模式

doi:10.11930/j.issn.1004-9649.202107102

中国电力 ›› 2022, Vol. 55 ›› Issue (1): 110-118.DOI: 10.11930/j.issn.1004-9649.202107102

• 面向统一能源系统的氢综合利用技术专栏 • 上一篇下一篇

基于NSGA-II和熵权法的氢综合能源系统商业运营模式

方彤¹, 蒋东方¹, 杨洋², 袁铁江²

1. 国网能源研究院有限公司, 北京 102209;
2. 大连理工大学电气工程学院, 辽宁大连 116024

收稿日期:2021-07-05 修回日期:2021-09-25 出版日期:2022-01-28 发布日期:2022-01-20
作者简介:方彤(1979-),男,硕士,高级工程师,从事新能源开发利用、综合能源系统优化等研究,E-mail:fangtong@sgeri.sgcc.com.cn;蒋东方(1986-),男,通信作者,博士,高级工程师,从事先进发电技术、氢能综合利用及发展政策、综合能源系统等研究,E-mail:jdf150@163.com;袁铁江(1975-),男,博士,教授,从事大规模储能与新能源发电并网技术、风/光-氢(储能)-煤/油综合供能技术研究,E-mail:ytj1975@dlut.edu.cn
基金资助:
国家电网有限公司科技项目（基于氢燃料电池的综合能源系统构建及运行关键技术研究与示范，521205200011）

Research on Business Operation Mode of Hydrogen Integrated Energy System Based on NSGA-II and Entropy Weight Method

FANG Tong¹, JIANG Dongfang¹, YANG Yang², YUAN Tiejiang²

1. State Grid Energy Research Institute Co., Ltd., Beijing 102209, China;
2. School of Electrical Engineering, Dalian University of Technology, Dalian 116024, China

Received:2021-07-05 Revised:2021-09-25 Online:2022-01-28 Published:2022-01-20
Supported by:
This work is supported by the Science and Technology Project of SGCC (Research and Demonstration of Key Technologies for Construction and Operation of Integrated Energy System Based on Hydrogen Fuel Cell, No.521205200011).

摘要/Abstract

摘要： 针对含氢综合能源系统运营过程中的成本和收益问题，提出一种考虑供能方式的综合能源商业运营方法。首先考虑各个投资主体，提出多环节供能模式和多方合作供能模式2种运营模式；分析各个模式下投资主体的成本和收益构成，最后以产能公司和供能公司净收益最高，各能源销售给用户价格最低为目标制定运营过程中各个公司的售能价格；利用带有精英保留策略的快速非支配多目标优化算法（NSGA-II）确定各个模式下最优价格Pareto解集，最后利用熵权法确定各个目标函数权重，选出最受三方（供能公司、产能公司和用户）欢迎的方案1和2的解集，进而得到最优的综合能源系统商业运营的2种模式。

关键词: 氢能, 综合能源系统, 商业运营模式, 多目标优化算法, 熵权法

Abstract: Aiming at the cost and benefit problems in the operation of hydrogen containing integrated energy system, a commercial operation method of integrated energy considering energy supply mode is proposed. Firstly, considering each investor, two operation modes, multi link energy supply mode and multi-party cooperative energy supply mode, are proposed; Finally, the energy selling price of each company in the operation process is determined with the goal of the highest net income of the production capacity company and the energy supply company and the lowest price of each energy sold to users; The fast non dominated multi-objective optimization algorithm with elitist retention strategy (NSGA-II) is used to determine the Pareto solution set of the optimal price under each mode. Finally, the entropy weight method is used to determine the weight of each objective function, and the solution set of scheme 1 and 2 which are most popular among the three parties (energy supply company, capacity company and users) is selected, and then the optimal two modes of integrated energy system commercial operation are obtained.

Key words: hydrogen energy, integrated energy system, business operation mode, multi-objective optimization algorithm, entropy weight method

方彤, 蒋东方, 杨洋, 袁铁江. 基于NSGA-II和熵权法的氢综合能源系统商业运营模式[J]. 中国电力, 2022, 55(1): 110-118.

FANG Tong, JIANG Dongfang, YANG Yang, YUAN Tiejiang. Research on Business Operation Mode of Hydrogen Integrated Energy System Based on NSGA-II and Entropy Weight Method[J]. Electric Power, 2022, 55(1): 110-118.

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参考文献

[1] QIAN Kang, LV Tong, YUAN Yue. Integrated energy system planning optimization method and case analysis based on multiple factors and a three-level process[J]. Sustainability, 2021, 13(13): 7425–7425.
[2] 封红丽. 国内外综合能源服务发展现状及商业模式研究[J]. 电器工业, 2017(6): 34–42
[3] 朱君, 孙强, 冯蒙霜, 等. 工业园区综合能源服务商业模式研究[J]. 电力需求侧管理, 2020, 22(2): 67–71
ZHU Jun, SUN Qiang, FENG Mengshuang, et al. Research on business model of integrated energy service in industrial parks[J]. Power Demand Side Management, 2020, 22(2): 67–71
[4] 鞠增祥, 张玉峰. 以客户为中心的综合能源服务管理与推广研究[J]. 轻工科技, 2021, 37(6): 117–118
[5] 代琼丹, 邓昕, 吴雪妍, 等. 能源互联网下综合能源服务商业模式综述[J]. 高压电器, 2021, 57(2): 135–144
DAI Qiongdan, DENG Xin, WU Xueyan, et al. Overview of integrated energy service business model under energy Internet[J]. High Voltage Apparatus, 2021, 57(2): 135–144
[6] 孙皓. 基于综合能源服务的售电公司盈利能力研究[D]. 吉林: 东北电力大学, 2020.
SUN Hao. Research on profitability of power sales companies based on integrated energy services [D]. Jilin: Northeast Electric Power University, 2020.
[7] 闫庆友, 米乐乐. 综合能源服务商业模式分析: 基于商业模式画布[J]. 技术经济, 2019, 38(5): 126–132
YAN Qingyou, MI Lele. Business model analysis of integrated energy service: based on business model canvas[J]. Technology Economics, 2019, 38(5): 126–132
[8] 韩峰, 张衍国, 严矫平, 等. 综合能源服务业务和合作模式[J]. 华电技术, 2019, 41(11): 1–4
HAN Feng, ZHANG Yanguo, YAN Jiaoping, et al. Integrated energy service and cooperation modes[J]. Huadian Technology, 2019, 41(11): 1–4
[9] 窦金月. 区域综合能源服务商业模式设计及成本效益分析[D]. 北京: 华北电力大学(北京), 2019.
DOU Jinyue. Business models design and cost-benefit analysis of regional integrated energy services[D]. Beijing: North China Electric Power University, 2019.
[10] 徐文涛, 李明轩. 园区综合能源服务利益方运营关系和经营战略[J]. 中国电力, 2021, 54(4): 151–157
XU Wentao, LI Mingxuan. Operation relationship and business strategy of stakeholders of park-level integrated energy services[J]. Electric Power, 2021, 54(4): 151–157
[11] 闫庆友, 于振华. 基于Shapley值的园区分布式综合能源系统利益分配研究[J]. 山东电力技术, 2020, 47(9): 25–30
YAN Qingyou, YU Zhenhua. Research on benefit distribution of park distributed integrated energy system based on Shapley value[J]. Shandong Electric Power, 2020, 47(9): 25–30
[12] 杨雍琦, 薛万磊, 单葆国, 等. 新旧动能转换背景下综合能源服务模式[J]. 中国电力, 2019, 52(8): 135–143,163
YANG Yongqi, XUE Wanlei, SHAN Baoguo, et al. Comprehensive energy service mode under the replacement of old growth drivers with new ones[J]. Electric Power, 2019, 52(8): 135–143,163
[13] 郭亦宗, 王楚通, 施云辉, 等. 区域综合能源系统电/热云储能综合优化配置[J]. 电网技术, 2020, 44(5): 1611–1623
GUO Yizong, WANG Chutong, SHI Yunhui, et al. Comprehensive optimization configuration of electric and thermal cloud energy storage in regional integrated energy system[J]. Power System Technology, 2020, 44(5): 1611–1623
[14] 吴潇雨, 代红才. 综合能源服务需要系统性商业模式创新[N]. 中国能源报, 2021-05-31(4).
[15] 石国庆, 李妍, 翟长国, 等. 综合能源服务商业模式研究[J]. 电力与能源, 2020, 41(1): 91–94
SHI Guoqing, LI Yan, ZHAI Changguo, et al. Business models for integrated energy services[J]. Power & Energy, 2020, 41(1): 91–94
[16] 丁发俊. 综合能源服务发展模式研究综述[J]. 化工管理, 2021(9): 66–67
DING Fajun. Review of the current development model of integrated energy services[J]. Chemical Enterprise Management, 2021(9): 66–67
[17] PANG Y, HE Y, CAI H. Business model of distributed photovoltaic energy integrating investment and consulting services in China[J]. Journal of Cleaner Production, 2019, 218: 943–965.
[18] FU Y, ZHU X H, GENG M R, et al. Research on the operation model of the integrated energy service company based on regional economic and resource differences[C]//2020 9th International Conference on Industrial Technology and Management (ICITM). Oxford, UK. IEEE, 2020: 239–244.
[19] XU J Z, WANG H W, CHEN C, et al. Multi-regional integrated energy service business model based on cost-benefit analysis[C]//2020 IEEE Sustainable Power and Energy Conference (iSPEC). Chengdu, China. IEEE, 2020: 1580–1586.
[20] LI S W, MA X D, LIAN W H, et al. Research on the business model of multi-station integration of grid enterprises[J]. IOP Conference Series:Earth and Environmental Science, 2021, 693(1): 012090.
[21] LU Q, LÜ S, LENG Y J. A Nash-Stackelberg game approach in regional energy market considering users’ integrated demand response[J]. Energy, 2019, 175: 456–470.
[22] 蒋东方, 贾跃龙, 鲁强, 等. 氢能在综合能源系统中的应用前景[J]. 中国电力, 2020, 53(5): 135–142
JIANG Dongfang, JIA Yuelong, LU Qiang, et al. Application prospect of hydrogen energy in integrated energy systems[J]. Electric Power, 2020, 53(5): 135–142
[23] 张坤. 基于储能控制策略及改进NSGA-Ⅱ算法的风光氢蓄综合能源系统容量优化配置[D]. 银川: 宁夏大学, 2019.
ZHANG Kun. Optimal capacity allocation of wind-solar-hydrogen storage integrated energy system based on energy storage control strategy and improved NSGA-Ⅱ algorithm[D]. Yinchuan: Ningxia University, 2019.
[24] 舒仕海, 任建军, 翟东升, 等. 突出矿井瓦斯抽放限制影响因素的AHP-熵权法评价模型[J]. 数学的实践与认识, 2021, 51(3): 8–14
SHU Shihai, REN Jianjun, ZHAI Dongsheng, et al. Studying coal and gas outburst mine of the drainage limiting factors based on AHP and entropy evaluation model[J]. Mathematics in Practice and Theory, 2021, 51(3): 8–14

基于NSGA-II和熵权法的氢综合能源系统商业运营模式

Research on Business Operation Mode of Hydrogen Integrated Energy System Based on NSGA-II and Entropy Weight Method

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基于NSGA-II和熵权法的氢综合能源系统商业运营模式

Research on Business Operation Mode of Hydrogen Integrated Energy System Based on NSGA-II and Entropy Weight Method

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