
上海电力大学 电气工程学院, 上海市 杨浦区,200090
Published:2026
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ZHANG Haoze, WANG Lei. Multi-objective Distributionally Robust Optimal Allocation for Supply-reliable Wind-storage Microgrids Considering Topological Structure Selection[J]. 2026, 43(5): 821-832.
ZHANG Haoze, WANG Lei. Multi-objective Distributionally Robust Optimal Allocation for Supply-reliable Wind-storage Microgrids Considering Topological Structure Selection[J]. 2026, 43(5): 821-832. DOI: 10.19725/j.cnki.1007-2322.2024.0154.
针对现有配置方法下微网可靠性不足和风电不确定性的问题,提出考虑拓扑结构选择和分布鲁棒机会约束的保供电型风储微网多目标配置方法。首先,建立以微电网故障率、净等年成本和功率损耗为目标的保供电型风储微网优化配置模型,实现微网系统在可靠性、经济性和节能三方面的最优表现。其次,考虑到拓扑结构对于确保微网的可靠性至关重要,在上述优化模型中引入结构变量来提高微网可靠性。然后,采用分布鲁棒机会约束(distributionally robust chance constraint,DRCC)处理风电不确定性问题,构建基于Wasserstein距离的DRCC模型,再利用CvaR-Slim凸近似原理将所构建的DRCC模型线性化。最后,以某高层商业办公楼为算例,通过将NSGA Ⅱ算法和多属性模糊决策(multi-attribute fuzzy decision-making,MAFDM)算法结合来求解优化模型,并将所得结果与其他常规方案进行对比分析,验证所提微网优化配置方法的有效性。
To address the issues of the insufficiency in reliability and uncertainty in wind power under existing configuration methods
a multi-objective configuration method for power supply assurance wind-storage microgrids is proposed. The proposed method accounts for topological structure selection and distributionally robust chance constraint (DRCC). First
an optimal configuration model for power supply assurance wind-storage microgrids with the target of microgrid failure rate
net equal annual cost
and power loss is established
aiming to achieve the optimal performance of the microgrid system in reliability
economy and energy saving. Secondly
given the significant impact of the topological structure on microgrid reliability
structural variables are introduced into the aforementioned optimization model to improve the reliability and configuration flexibility of the microgrid. Subsequently
a DRCC model based on Wasserstein distance is constructed to address the uncertainty of wind power. The DRCC model is linearized using the CVaR-Slim convex approximation approach. Finally
taking a high-rise commercial office building as an example
the NSGA-Ⅱ algorithm is combined with multi-attribute fuzzy decision-making (MAFDM) algorithm to solve the optimization model. The comparative analysis of the optimization results verifies the effectiveness of the proposed microgrid optimal configuration method.
LIU Yao, ZHOU Yuhao, GUO Zeyu. Research on control strategy of wind storage power station's active participation in power grid voltage regulation considering wind power uncertainty[J]. Modern Electric Power, 2025, 42(03): 582−591(in Chinese).
LI Yanbo, YANG Kai, CHEN Junshuo. Power distribution strategy for a hybrid energy storage system suitable for wind-storage microgrid[J]. Electrical Measurement Instrumentation, 2025, 62(02): 43−50(in Chinese).
SONG Jinghui, HU Chunchao. Feasibility study on improving the wind power consumption ability of microgrid using small pumped storage[J]. Electrical Measurement Instrumentation, 2021, 58(07): 130−135(in Chinese).
ZHU Zhifang, HU Liujun, DONG Hong. Operation mode of power-guaranteed microgrid based on photovoltaic-storage-microgrid cooperative game[J]. Southern Power System Technology, 2025, 19(04): 15−26(in Chinese).
OUYANG Sen, XIN Xi, WANG Fengxue. Optimal configuration of photovoltaic-storage microgrid considering power supply demand and power quality evaluation[J]. Southern Power System Technology, 2024, 18(04): 106−119(in Chinese).
MADATHIL S C, YAMANGIL E, NAGARAJAN H. Resilient off-grid microgrids: capacity planning and N −1 Security[J ] . IEEE Transactions on Smart Grid, 2018, 9(6): 6511−6521.
LIANG Zhenfeng, QI Furong, WANG Deyi. Configuration of optical storage charging and discharging power station considering emergency power function[J]. Power System Technology, 2023, 47(08): 3376−3384(in Chinese).
GAO Xiaosong, LI Gengfeng, XIAO Yao. Day-ahead economical dispatch of electricity-gas-heat integrated energy system based on distributionally robust optimization[J]. Power System Technology, 2020, 44(06): 2245−2254(in Chinese).
ZHAO Yi, WANG Weiqing, YAN Sizhe. Distributionally robust optimization scheduling of a joint wind-solar-storage system considering step-type carbon trading[J]. Power System Protection and Control, 2023, 51(06): 127−136(in Chinese).
WANG Jidong, BIAN Yinan, XU Qiuming. Distributionally robust optimal dispatching of microgrid considering risk and carbon trading mechanism[J]. High Voltage Engineering, 2024, 50(08): 3477−3487(in Chinese).
HOU Jianmin, YU Weijie, XU Zhihao. Distributionally robust optimal dispatching of integrated energy system with flexible electrical/thermal load[J]. Electrical Measurement Instrumentation, 2024, 61(08): 134−142(in Chinese).
WU Xuyue, ZHAO Ping, XIN Yuan. Robust optimal dispatch of microgrid distribution considering source and load uncertainty[J]. Energy Engineering, 2023, 43(03): 89−96(in Chinese).
LI Yunhong, XU Xiaoyuan, YAN Zheng. Distributionally robust optimal allocation for capacity of photovoltaic and energy storage units in standalone microgrid based on generative adversarial network[J]. Automation of Electric Power Systems, 2023, 47(07): 51−62(in Chinese).
ZHU Yongqiang, TANG Ji, JIA Lihu. New hybrid AC/DC microgrid topology and its reliability analysis[J]. Electric Power Construction, 2017, 38(09): 81−87(in Chinese).
XIN Xi, OUYANG Sen, HUANG Yi. Optimal economic configuration and reliability evaluation of multiple power supply ensuring microgrid considering energy storage capacity attenuation[J]. Electric Power Construction, 2024, 45(10): 100−113(in Chinese).
WANG Guanjie, XIE Wenchao, ZHU Yongqiang, et al . Structure design of island microgrid system[J ] . Acta Energiae Solaris Sinica, 2017, 38(05): 1184−1192(in Chinese).
DRAGIČEVIĆ T, LU X N, VASQUEZ J C, et al . DC Microgrids—Part II: A review of power architectures, applications, and standardization issues[J ] . IEEE Transactions on Power Electronics, 2016, 31(5): 3528−3549.
CHEN Na, WANG Hao, LI Haijin, et al . Generic derivation of optimal architecture for a resilient microgrid with graph theory[C ] //2019 IEEE 10th International Symposium on Power Electronics for Distributed Generation Systems (PEDG). Xi'an, China: IEEE, 2019.
AYALVAREZ J A M, ZURBRIGGEN I G, PAZ F, et al . Microgrids multiobjective design optimization for critical loads[J ] . IEEE Transactions on Smart Grid, 2023, 14(1): 17−28.
ZHANG Feikai, HUANG Yongzhong, LI Lianmao, et al . Planning method of freight ropeway path based on Dijkstra algorithm[J ] . Journal of Shansong University(Engineering Science), 2022, 52(06): 176−182(in Chinese).
DING Tao, JIA Wenhao, HUANG Yuhan, et al . Callaborative optimization for hydrogen generation, storage, and transportation in mobile hydrogen energy systems based on distributionally robust chance constraint[J ] . Automation of Electric Power Systems, 2023, 47(23): 1−11(in Chinese).
ESFAHANI P M, KUHN D. Data-driven distributionally robust optimization using the Wasserstein metric: performance guarantees and tractable reformulations[J]. Mathematical Programming, 2018, 171(1-2): 115−166.
CHEN Zhuo, JIANG Zhouxi, CHEN Kang. Planning method of electric vehicle public charging network with overloaded charging nodes[J]. Electrical Measurement Instrumentation, 2025, 62(09): 116−124(in Chinese).
YI Pingtao, WANG Shengnan, LI Weiwei, et al . Pythagorean triangular fuzzy number density operator and its application[J ] . Operations Research and Management Science, 2023, 32(09): 72−78(in Chinese).
YE Jin, SUN Bingzhen, BAO Qiang, et al . A new multi-objective decision-making method with diversified weights and Pythagorean fuzzy rough sets[J ] . Computers Industrial Engineering, 2023, 182: 109406.
国家电网有限公司, 中国电力科学研究院有限公司, 国网公司北京市电力有限公司. 重要电力用户供电电源及自备应急电源配置技术规范:GB/T 29328—2018[S]. 国家市场监督管理总局, 中国国家标准化管理委员会, 2018.
CENG Zilong, LI Yong, LI Peiqiang, et al . Distributional robust configuration of energy storage considering risk management and multi-stage security correction[J ] . High Voltage Engineering, 2023, 49(10): 4150−4162(in Chinese).
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(08): 41−48(in C hinese).
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