Optimal Scheduling of Integrated Energy System Considering Uncertainty of Heat Medium Flow Rate and Heating Network Loss

doi:10.11930/j.issn.1004-9649.202204087

Abstract

Abstract: Aiming at the coupling of multiple energy sources and the heterogeneity of different energy sources in integrated energy system, a more accurate approximate heating pipeline model is firstly constructed using flow segmentation method, and combined with the heat storage characteristics of buildings, a thermal system model is jointly constructed with consideration of two types of thermal inertia; secondly, the characteristics of thermal energy in the scheduling process are studied, and two types of uncertain quantities are described; and then, a robust optimization model and an opportunistic optimization model are established using the information gap decision theory (IGDT) method, and the NSGA-II algorithm is introduced to solve the multi-objective model; finally, the simulation results of a 44-node heating network system show that the proposed method can effectively quantify the influence of uncertainty of heat medium flow rate and heat loss on scheduling operation, and improve the economy of system operation.

Key words: integrated energy system, thermal inertia, IGDT, uncertainty, heat loss

ZHANG Tao, LIU Kang, TAO Ran, WANG Qingchuan, HUANG Mingjuan. Optimal Scheduling of Integrated Energy System Considering Uncertainty of Heat Medium Flow Rate and Heating Network Loss[J]. Electric Power, 2023, 56(4): 146-155.

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URL: https://www.electricpower.com.cn/EN/10.11930/j.issn.1004-9649.202204087

https://www.electricpower.com.cn/EN/Y2023/V56/I4/146

References

[1] 张涛, 郭玥彤, 李逸鸿, 等. 计及电气热综合需求响应的区域综合能源系统优化调度[J]. 电力系统保护与控制, 2021, 49(1): 52–61
ZHANG Tao, GUO Yuetong, LI Yihong, et al. Optimization scheduling of regional integrated energy systems based on electric-thermal-gas integrated demand response[J]. Power System Protection and Control, 2021, 49(1): 52–61
[2] 王瑞, 程杉, 汪业乔, 等. 基于多主体主从博弈的区域综合能源系统低碳经济优化调度[J]. 电力系统保护与控制, 2022, 50(5): 12–21
WANG Rui, CHENG Shan, WANG Yeqiao, et al. Low-carbon and economic optimization of a regional integrated energy system based on a master-slave game with multiple stakeholders[J]. Power System Protection and Control, 2022, 50(5): 12–21
[3] 黄德裕, 王丹, 贾宏杰, 等. 基于区域互联的能源零售市场双边竞价出清策略[J]. 电力系统保护与控制, 2022, 50(4): 1–12
HUANG Deyu, WANG Dan, JIA Hongjie, et al. Energy retail market double auction clearing strategy for interconnected regions[J]. Power System Protection and Control, 2022, 50(4): 1–12
[4] LI Z G, WU W C, SHAHIDEHPOUR M, et al. Combined heat and power dispatch considering pipeline energy storage of district heating network[J]. IEEE Transactions on Sustainable Energy, 2016, 7(1): 12–22.
[5] 杨经纬, 张宁, 康重庆. 多能源网络的广义电路分析理论: (一)支路模型[J]. 电力系统自动化, 2020, 44(9): 21–32
YANG Jingwei, ZHANG Ning, KANG Chongqing. Analysis theory of generalized electric circuit for multi-energy networks-part one: branch model[J]. Automation of Electric Power Systems, 2020, 44(9): 21–32
[6] 葛晓琳, 王云鹏, 朱肖和, 等. 计及差异化能量惯性的电-热-气综合能源系统日前优化调度[J]. 电网技术, 2021, 45(12): 4630–4642
GE Xiaolin, WANG Yunpeng, ZHU Xiaohe, et al. Day-ahead optimal scheduling for integrated power, heat and gas energy system considering differentiation energy inertia[J]. Power System Technology, 2021, 45(12): 4630–4642
[7] 王明军, 穆云飞, 孟宪君, 等. 考虑热能输运动态特性的电-热综合能源系统优化调度方法[J]. 电网技术, 2020, 44(1): 132–142
WANG Mingjun, MU Yunfei, MENG Xianjun, et al. Optimal scheduling method for integrated electro-thermal energy system considering heat transmission dynamic characteristics[J]. Power System Technology, 2020, 44(1): 132–142
[8] 孙鹏, 滕云, 冷欧阳, 等. 考虑供热系统多重热惯性的电热联合系统协调优化[J]. 中国电机工程学报, 2020, 40(19): 6059–6071
SUN Peng, TENG Yun, LENG Ouyang, et al. Coordinated optimization of combined heat and power systems considering multiple thermal inertia of heating system[J]. Proceedings of the CSEE, 2020, 40(19): 6059–6071
[9] 孙鹏, 滕云, 回茜, 等. 考虑热惯性不确定性的多能源系统两阶段鲁棒优化调度模型[J]. 中国电机工程学报, 2021, 41(21): 7249–7261
SUN Peng, TENG Yun, HUI Qian, et al. Two-stage robust optimal scheduling model for multi-energy systems considering thermal inertia uncertainty[J]. Proceedings of the CSEE, 2021, 41(21): 7249–7261
[10] 龚超, 张轩, 赵越, 等. 考虑虚拟电厂可调能力的综合需求响应市场出清策略[J]. 南方电网技术, 2021, 15(12): 56–65
GONG Chao, ZHANG Xuan, ZHAO Yue, et al. Market clearing strategy of integrated demand response considering adjustable capacity of virtual power plant[J]. Southern Power System Technology, 2021, 15(12): 56–65
[11] 马红明, 刘林青, 谢海鹏, 等. 计及综合需求响应的电-热综合能源系统分布式光伏最大接入容量评估[J]. 智慧电力, 2021, 49(8): 23–30
MA Hongming, LIU Linqing, XIE Haipeng, et al. Maximum access capacity assessment of distributed photovoltaic in integrated electric-thermal energy system considering integrated demand response[J]. Smart Power, 2021, 49(8): 23–30
[12] 仲悟之, 黄思宇, 崔杨, 等. 考虑源荷不确定性的风电-光热-碳捕集虚拟电厂协调优化调度[J]. 电网技术, 2020, 44(9): 3424–3432
ZHONG Wuzhi, HUANG Siyu, CUI Yang, et al. W-S-C capture coordination in virtual power plant considering source-load uncertainty[J]. Power System Technology, 2020, 44(9): 3424–3432
[13] 葛晓琳, 郝广东, 夏澍, 等. 高比例风电系统的优化调度方法[J]. 电网技术, 2019, 43(2): 390–400
GE Xiaolin, HAO Guangdong, XIA Shu, et al. An optimal system scheduling method with high proportion of wind power[J]. Power System Technology, 2019, 43(2): 390–400
[14] 屈小云, 吴鸣, 李奇, 等. 多能互补综合能源系统综合评价研究进展综述[J]. 中国电力, 2021, 54(11): 153–163
QU Xiaoyun, WU Ming, LI Qi, et al. Review on comprehensive evaluation of multi-energy complementary integrated energy systems[J]. Electric Power, 2021, 54(11): 153–163
[15] 古宸嘉, 王建学, 李清涛, 等. 新能源集中并网下大规模集中式储能规划研究述评[J]. 中国电力, 2022, 55(1): 2–12, 83
GU Chenjia, WANG Jianxue, LI Qingtao, et al. Review on large-scale centralized energy storage planning under centralized grid integration of renewable energy[J]. Electric Power, 2022, 55(1): 2–12, 83
[16] 叶鹤林, 刘松, 胡剑, 等. 基于IGDT的含光热电站电力系统多源联合调度策略[J]. 电力系统保护与控制, 2021, 49(23): 35–43
YE Helin, LIU Song, HU Jian, et al. Multi-source joint dispatching strategy for a power system with concentrating solar power plants based on IGDT[J]. Power System Protection and Control, 2021, 49(23): 35–43
[17] 王婉璐, 杨莉, 王蕾, 等. 考虑供热网储热特性的电-热综合能源系统优化调度[J]. 电力系统自动化, 2018, 42(21): 45–52
WANG Wanlu, YANG Li, WANG Lei, et al. Optimal dispatch of integrated electricity-heat energy system considering heat storage characteristics of heating network[J]. Automation of Electric Power Systems, 2018, 42(21): 45–52
[18] 朱兰, 李孝均, 唐陇军, 等. 考虑相变储能与建筑蓄能特性的微网分布鲁棒优化调度[J]. 电网技术, 2021, 45(6): 2308–2319
ZHU Lan, LI Xiaojun, TANG Longjun, et al. Distributionally robust optimal operation for microgrid considering phase change storage and building storage[J]. Power System Technology, 2021, 45(6): 2308–2319
[19] CHEN X Y, KANG C Q, O'MALLEY M, et al. Increasing the flexibility of combined heat and power for wind power integration in China: modeling and implications[J]. IEEE Transactions on Power Systems, 2015, 30(4): 1848–1857.
[20] 吕佳炜, 张沈习, 程浩忠. 计及热惯性和运行策略的综合能源系统可靠性评估方法[J]. 电力系统自动化, 2018, 42(20): 9–16
LYU Jiawei, ZHANG Shenxi, CHENG Haozhong. Reliability evaluation of integrated energy system considering thermal inertia and operation strategy[J]. Automation of Electric Power Systems, 2018, 42(20): 9–16
[21] 卢佳, 李刚, 吴滇宁, 等. 基于IGDT的梯级水电多元市场下中期运行风险度量方法[J]. 中国电机工程学报, 2021, 41(19): 6581–6591
LU Jia, LI Gang, WU Dianning, et al. IGDT-based medium-term operation risk measurement method for cascade hydropower stations under multi-market[J]. Proceedings of the CSEE, 2021, 41(19): 6581–6591
[22] 彭春华, 陈露, 张金克, 等. 基于分类概率机会约束IGDT的配网储能多目标优化配置[J]. 中国电机工程学报, 2020, 40(9): 2809–2819
PENG Chunhua, CHEN Lu, ZHANG Jinke, et al. Multi-objective optimal allocation of energy storage in distribution network based on classified probability chance constraint information gap decision theory[J]. Proceedings of the CSEE, 2020, 40(9): 2809–2819
[23] 张涛, 刘景, 杨晓雷, 等. 计及主/被动需求响应与条件风险价值的微网经济调度[J]. 高电压技术, 2021, 47(9): 3292–3304
ZHANG Tao, LIU Jing, YANG Xiaolei, et al. Economic dispatch of microgrid considering active/passive demand response and conditional value at risk[J]. High Voltage Engineering, 2021, 47(9): 3292–3304
[24] 杨宏基, 周明, 武昭原, 等. 含光热电站的电-热能源系统优化运行机制[J]. 电网技术, 2022, 46(1): 175–184
YANG Hongji, ZHOU Ming, WU Zhaoyuan, et al. Optimal operation of electro-thermal energy systems with concentrated solar power plant[J]. Power System Technology, 2022, 46(1): 175–184
[25] 武梦景, 万灿, 宋永华, 等. 含多能微网群的区域电热综合能源系统分层自治优化调度[J]. 电力系统自动化, 2021, 45(12): 20–29
WU Mengjing, WAN Can, SONG Yonghua, et al. Hierarchical autonomous optimal dispatching of district integrated heating and power system with multi-energy microgrids[J]. Automation of Electric Power Systems, 2021, 45(12): 20–29