综合智慧能源 ›› 2025, Vol. 47 ›› Issue (12): 57-65.doi: 10.3969/j.issn.2097-0706.2025.12.006
收稿日期:2025-08-14
修回日期:2025-10-23
出版日期:2025-12-25
作者简介:李梦露(1995),女,工程师,硕士,从事综合能源系统优化、电网技术经济等方面的研究, 18800161023@163.com;基金资助:Received:2025-08-14
Revised:2025-10-23
Published:2025-12-25
Supported by:摘要:
工业园区新能源场站配建的储能长期缺乏有效的市场盈利模式,利用率不高,经济性较差,而独立的储能运营商可灵活参与电力市场交易,符合技术安全标准的储能运营商能提升工业园区多个子微网的经济效益。提出了一种计及统一储能运营商的园区多微网协同运行优化模型。根据出力特征、拓扑结构等构建系统运行架构并分析运营模式,采用K-means聚类解决风光出力的不确定性问题,建立园区内微网协同优化运行模型,采用分支定界法对模型进行求解,对比粒子群算法和遗传算法,验证了其求解效率和求解精度的优势。算例结果表明,计及统一储能运营商的园区内微电网能有效提高主体及总体的经济收益,储能运营商收益明显提升,有效解决了新能源消纳问题并降低了对配电网的依赖,为统一储能运营商管理下的微电网运行调度提供了可量化的决策依据。
中图分类号:
李梦露, 德格吉日夫. 计及储能运营商的工业园区微网协同优化运行研究[J]. 综合智慧能源, 2025, 47(12): 57-65.
LI Menglu, Degejirifu . Research on coordinated optimized operation of microgrids in industrial parks considering energy storage operators[J]. Integrated Intelligent Energy, 2025, 47(12): 57-65.
表2
园区内微网购售电价
| 时间 | 售/购电价 | 时间 | 售/购电价 | 时间 | 售/购电价 |
|---|---|---|---|---|---|
| 00:00 | 0.00/0.60 | 08:00 | 0.33/1.19 | 16:00 | 0.33/1.18 |
| 01:00 | 0.00/0.60 | 09:00 | 0.43/1.19 | 17:00 | 0.43/1.24 |
| 02:00 | 0.00/0.60 | 10:00 | 0.77/1.74 | 18:00 | 0.77/1.35 |
| 03:00 | 0.00/0.60 | 11:00 | 0.77/1.70 | 19:00 | 0.77/1.35 |
| 04:00 | 0.00/0.60 | 12:00 | 0.77/1.58 | 20:00 | 0.68/1.27 |
| 05:00 | 0.02/0.60 | 13:00 | 0.77/1.45 | 21:00 | 0.44/1.18 |
| 06:00 | 0.10/0.69 | 14:00 | 0.70/1.31 | 22:00 | 0.36/1.16 |
| 07:00 | 0.32/1.18 | 15:00 | 0.33/1.18 | 23:00 | 0.00/0.60 |
| [1] | 赵闻涛. 基于机器学习的短期光伏发电量预测方法[D]. 南京: 南京邮电大学, 2023. |
| ZHAO Wentao. Short term photovoltaic power generation prediction method based on machine learn[D]. Nanjing: Nanjing University of Posts and Telecommunications, 2023. | |
| [2] | 章艳, 沈杨, 朱瑞, 等. 面向东北地区调频指标两段式火储联合调频策略[J]. 电网技术, 2025, 49(9): 3623-3632. |
| ZHANG Yan, SHEN Yang, ZHU Rui, et al. Two-stage frequency regulation strategy of the combined heat and power plant with energy storage basing regulation indicators in northeast grid[J]. Power System Technology, 2025, 49(9): 3623-3632. | |
| [3] | 张婧竹. 新能源电源侧储能技术现状及壁垒分析[J]. 科技和产业, 2023, 23(10): 219-227. |
| ZHANG Jingzhu. Analyzing technology status and barriers in grid-scale energy storage for renewable power generation[J]. Science Technology and Industry, 2023, 23(10): 219-227. | |
| [4] | 唐浩, 邱树明, 梁涛. 直流微电网群分层控制的仿真模型分析[J]. 自动化与仪器仪表, 2019(3): 186-189. |
| TANG Hao, QIU Shuming, LIANG Tao. Simulation model analysis of DC micro electric network group layering control[J]. Automation & Instrumentation, 2019(3): 186-189. | |
| [5] | 肖云鹏, 张兰, 张轩, 等. 包含独立储能的现货电能量与调频辅助服务市场出清协调机制[J]. 中国电机工程学报, 2020, 40(S1): 167-180. |
| XIAO Yunpeng, ZHANG Lan, ZHANG Xuan, et al. Coordination mechanism of spot electric energy with independent energy storage and market clearing of FM auxiliary service[J]. Proceedings of the CSEE, 2020, 40(S1): 167-180. | |
| [6] | 张渊博, 杨毅强, 蒲维, 等. 源-荷不确定场景下分布式电源与储能联合规划策略[J]. 现代电力, 2024, 41(5): 945-954. |
| ZHANG Yuanbo, YANG Yiqiang, PU Wei, et al. Joint planning strategy of distributed generation and energy storage under source-load uncertainty scenario[J]. Modern Electric Power, 2024, 41(5): 945-954. | |
| [7] | 张程, 罗玉锦, 陈昌亮. 考虑源荷不确定的多园区微网与共享储能电站协同优化运行[J]. 电力系统保护与控制, 2023, 51(24): 77-89. |
| ZHANG Cheng, LUO Yujin, CHEN Changliang. Collaborative optimization operation of multi park microgrids and shared energy storage power stations considering source load uncertainty[J]. Power System Protection and Control, 2023, 51(24): 77-89. | |
| [8] | 臧云帆, 夏晟, 李嘉文, 等. 含共享储能的微电网群分布鲁棒博弈优化调度方法[J]. 电力系统保护与控制, 2023, 51(24): 90-101. |
| ZANG Yunfan, XIA Sheng, LI Jiawen, et al. A robust game optimization scheduling method for shared energy storage micro electric network group distribution[J]. Power System Protection and Control, 2023, 51(24): 90-101. | |
| [9] | 李相俊, 马会萌, 姜倩. 新能源侧储能配置技术研究综述[J]. 中国电力, 2022, 55(1): 13-25. |
| LI Xiangjun, MA Huimeng, JIANG Qian. Review of energy storage configuration technology on renewable energy side[J]. Electric Power, 2022, 55(1): 13-25. | |
| [10] | 宋岩. 基于系统动力学的电化学储能发展情景模拟研究[D]. 北京: 华北电力大学, 2022. |
| SONG Yan. Research on scenario simulation of electrochemical energy storage development based on system dynamics[D]. Beijing: North China Electric Power University, 2022. | |
| [11] | 袁博, 王林峰, 杨晨光, 等. 独立共享储能主体参与多类型电力市场机制及经济性研究[J]. 价格理论与实践, 2025(5): 147-151, 244. |
| YUAN Bo, WANG Linfeng, YANG Chenguang, et al. Research on the participation of independent shared energy storage entities in multiple electricity market mechanisms and economic viability[J]. Price:Theory & Practice, 2025(5): 147-151, 244. | |
| [12] | 曾鸣, 王雨晴, 张敏, 等. 共享经济下独立储能商业模式及其经济效益研究[J]. 价格理论与实践, 2023(1): 179-183. |
| ZENG Ming, WANG Yuqing, ZHANG Min, et al. Research on business model and economic benefits of independent energy storage under the sharing economy[J]. Price:Theory & Practice, 2023(1): 179-183. | |
| [13] |
高明, 曾平良, 李亚楼, 等. 考虑需求侧响应的虚拟电厂优化调度[J]. 电力科学与工程, 2020, 36(11): 45-52.
doi: 1672-0792(2020)11-0045-08 |
|
GAO Ming, ZENG Pingliang, LI Yalou, et al. Optimal scheduling of virtual power plants considering demand-side response[J]. Electric Power Science and Engineering, 2020, 36(11): 45-52.
doi: 1672-0792(2020)11-0045-08 |
|
| [14] | 李俊香. 风光储联合发电系统模式分析及配比计算[J]. 电力设备管理, 2024(18): 134-136. |
| LI Junxiang. Mode analysis and proportion calculation of wind solar energy storage combined power generation system[J]. Electric Power Equipment Management, 2024(18): 134-136. | |
| [15] | 黄杨, 胡伟, 陈立. 基于两阶段优化的风储联合发电系统日前发电计划模式[J]. 电力系统自动化, 2015, 39(24): 8-15. |
| HUANG Yang, HU Wei, CHEN Li. Day-ahead generation scheduling plan modes for large-scale wind-storage combined power generation system based on two-stage optimization[J]. Automation of Electric Power Systems, 2015, 39(24): 8-15. | |
| [16] | 刘赟甲, 刘伟, 闫涛, 等. 光储联合运行模式下的储能变流器及控制策略研究[J]. 电器与能效管理技术, 2015(3): 62-66. |
| LIU Yunjia, LIU Wei, YAN Tao, et al. Study on energy storage equipment and the control strategies of photovoltaic power and energy storage hybrid[J]. Electrical & Energy Management Technology, 2015(3): 62-66. | |
| [17] | 李佳佳, 李兴朔, 周国文, 等. 基于火-储联合循环的冷热电三联供系统多运行模式热力性能分析[J]. 中国电机工程学报, 2024, 44(9): 3598-3610. |
| LI Jiajia, LI Xingshuo, ZHOU Guowen, et al. Thermo-dynamics analysis under different operation modes of trigenerative system based on CFPP-CAES combined cycle[J]. Proceedings of the CSEE, 2024, 44(9): 3598-3610. | |
| [18] | 陈昌铭, 章天晗, 沈子康, 等. 新型电力系统的发用电侧共享储能商业模式研究综述[J]. 电力系统自动化, 2025, 49(15): 20-42. |
| CHEN Changming, ZHANG Tianhan, SHEN Zikang, et al. Review of shared energy storage business modes on generation and user sides in new power systems[J]. Automation of Electric Power Systems, 2025, 49(15): 20-42. | |
| [19] | 龙敏. 工业微电网筑基零碳园区[N]. 中国信息化周报, 2025-04-21(08). |
| [20] | 邵斌, 杨光, 邵兴志, 等. 基于5G量子技术的山区自愈型微电网建设与实践[J]. 农村电气化, 2024(12): 35-40. |
| SHAO Bin, YANG Guang, SHAO Xingzhi, et al. Construction and practice of self-healing microgrid in mountainous areas based on 5G quantum technology[J]. Rural Electrification, 2024(12): 35-40. | |
| [21] | 郝鹏, 周文璐, 王培璐. 集中式储能参与的微电网需求响应研究[J]. 科技创新与应用, 2024, 14(33): 38-42. |
| HAO Peng, ZHOU Wenlu, WANG Peilu. Research on demand response of microgrid with centralized energy storage[J]. Technology Innovation and Application, 2024, 14(33): 38-42. | |
| [22] | 任凯, 黄馨漫, 黄贵东, 等. 分布式光伏发电系统在微电网中的应用研究[J]. 城市建设理论研究(电子版), 2024(30): 7-9. |
| REN Kai, HUANG Xinman, HUANG Guidong, et al. Research on application of distributed photovoltaic power generation system in microgrid[J]. Theoretical Research in Urban Construction, 2024(30): 7-9. | |
| [23] | 王素娟, 王津, 吴婷婷. 海上渔排光储充一体化微电网商业模式探讨[J]. 能源与环境, 2025(2): 91-93. |
| WANG Sujuan, WANG Jin, WU Tingting. Discussion on business model of micro-grid integrating light, storage and charging of offshore fishing platoon[J]. Energy and Environment, 2025(2): 91-93. | |
| [24] |
彭乐瑶, 马刚, 陈永华, 等. 考虑碳交易体系的微电网多阶段鲁棒优化运行[J]. 综合智慧能源, 2024, 46(9): 9-19.
doi: 10.3969/j.issn.2097-0706.2024.09.002 |
|
PENG Leyao, MA Gang, CHEN Yonghua, et al. Multi-stage robust optimization operation of microgrids considering carbon trading systems[J]. Integrated Intelligent Energy, 2024, 46(9): 9-19.
doi: 10.3969/j.issn.2097-0706.2024.09.002 |
|
| [25] |
方刚, 王静, 张波波, 等. 基于Pareto解集的工业园区微网优化配置研究[J]. 综合智慧能源, 2024, 46(1): 49-55.
doi: 10.3969/j.issn.2097-0706.2024.01.006 |
|
FANG Gang, WANG Jing, ZHANG Bobo, et al. Research on optimization algorithm of industrial park microgrid configuration based on Pareto solution set[J]. Integrated Intelligent Energy, 2024, 46(1): 49-55.
doi: 10.3969/j.issn.2097-0706.2024.01.006 |
|
| [26] | 张儒峰, 毛天宇, 曲锐, 等. 基于通用化生产流程模型的工业园区微电网能量管理与生产流程协同优化[J]. 电力系统保护与控制, 2024, 52(22): 59-72. |
| ZHANG Rufeng, MAO Tianyu, QU Rui, et al. Collaborative optimization of energy management and production process of an industrial park microgrid based on a generic production process model[J]. Power System Protection and Control, 2024, 52(22): 59-72. | |
| [27] | 左冠林, 郭红霞, 林文智, 等. 考虑低碳制氢的微电网优化配置[J]. 电力自动化设备, 2023, 43(2): 9-18. |
| ZUO Guanlin, GUO Hongxia, LIN Wenzhi, et al. Optimal configuration of microgrid considering low-carbon hydrogen production[J]. Electric Power Automation Equipment, 2023, 43(2): 9-18. |
| [1] | 窦翔, 李卓群, 张哲, 温鑫, 赵勃, 韩燕, 仲声. 基于CNN-BiLSTM-RF-KDE的综合能源系统负荷预测[J]. 综合智慧能源, 2025, 47(9): 60-70. |
| [2] | 张元曦, 杨国华, 马龙腾, 马鑫, 刘耀泽. 基于改进DE算法的园区微电网风光储优化配置[J]. 综合智慧能源, 2025, 47(9): 71-79. |
| [3] | 王宇轩, 郝宁, 赵峰, 蒋俊, 张国坤, 边文杰, 尚恒. 面向微网的源网荷储一体化功率分配策略研究[J]. 综合智慧能源, 2025, 47(8): 58-67. |
| [4] | 谭甲群, 吕如轩, 鞠洪晋, 洪春雪, 肖海平, 雷兢, 韩振兴. 基于改进秃鹰搜索算法的风光火储综合能源系统优化调度策略研究[J]. 综合智慧能源, 2025, 47(8): 68-76. |
| [5] | 洪春雪, 肖海平, 谭甲群, 吕如轩, 陈燕鹏, 巨星. 考虑容量电价的风光火储能源基地多目标优化调度[J]. 综合智慧能源, 2025, 47(7): 1-11. |
| [6] | 宋坤, 顾文波. 考虑不确定性的综合能源系统建模及优化研究进展[J]. 综合智慧能源, 2025, 47(7): 32-43. |
| [7] | 陈亮, 刘桂英, 粟时平, 唐长久, 王辰浩, 郭思桐. 基于双层网络PER-MADDPG算法的综合能源系统协调优化调度[J]. 综合智慧能源, 2025, 47(7): 44-54. |
| [8] | 邢作霞, 赵子逸, 孙浩, 张鹏飞, 付启桐. 基于电制氢多级利用的综合能源系统低碳经济运行优化研究[J]. 综合智慧能源, 2025, 47(7): 71-81. |
| [9] | 张德斌, 林文野, 何梓轩, 岳心如, 宋文吉, 冯自平, FARID Mohammed Mehdi, USHAK DE GRAGEDA Svetlana Nikolaevna. 计及广义储能的建筑产消者社区综合能源系统日前调度优化[J]. 综合智慧能源, 2025, 47(7): 82-92. |
| [10] | 陈浩, 马刚, 钱达, 马健, 彭乐瑶. 绿证-碳交易机制下考虑阶梯需求响应的区域综合能源系统优化调度[J]. 综合智慧能源, 2025, 47(5): 21-30. |
| [11] | 季振亚, 郑帅帅, 许金星, 刘晓峰, 包宇庆. 计及碳-绿证联合交易的含需求响应的综合能源系统调度[J]. 综合智慧能源, 2025, 47(5): 41-50. |
| [12] | 张忠明, 易炳星, 赵海岭, 赵晓晔, 李长峰, 孙江, 赵麒贺. 基于粒子群算法的新能源消纳策略在电力交易市场的优化[J]. 综合智慧能源, 2025, 47(5): 84-90. |
| [13] | 郝宁, 张天博, 蒋励. 考虑储能运营商的工业企业综合能源系统运行优化和利益分配研究[J]. 综合智慧能源, 2025, 47(4): 85-97. |
| [14] | 张冬冬, 李芳凝, 刘天皓. 新型电力系统负荷预测关键技术及多元场景应用[J]. 综合智慧能源, 2025, 47(3): 47-61. |
| [15] | 江美慧, 许镇江, 牛统科, 朱虹谕, 李想. 考虑综合需求响应的矿区综合能源系统日内多时间尺度滚动优化调度[J]. 综合智慧能源, 2025, 47(3): 73-83. |
| 阅读次数 | ||||||
|
全文 |
|
|||||
|
摘要 |
|
|||||


