中国电机工程学报2024,Vol.44Issue(8):3078-3092,中插12,16.DOI:10.13334/j.0258-8013.pcsee.223327
考虑移动氢能存储的港口多能微网两阶段分布鲁棒优化调度
Two-stage Distributionally Robust Optimal Scheduling for Port Multi-energy Microgrid Considering Mobile Hydrogen Energy Storage
摘要
Abstract
To effectively deal with the risk of uncertainty brought by the inherent intermittency and volatility of offshore wind power to the port multi-energy microgrid,a two-stage distributionally robust optimal scheduling model for port multi-energy microgrid considering mobile hydrogen energy storage is proposed.First,the precise description of the ambiguity set of wind power probability distribution is achieved by combining Wasserstein distance.Then,the probability distribution of offshore wind power forecast error is fitted by non-parametric kernel density estimation,and the wind power intervals and scenarios at different confidence levels are obtained.Next,the energy storage potentials of mobile hydrogen energy storage resources such as hydrogen ships and vehicles to intermittent wind power are analyzed.Combining the differences of energy utilization psychology and traffic attributes,the two models are respectively modeled as incentive and price demand response,which can achieve efficient aggregation of flexible resources for port mobile hydrogen energy storage.Furthermore,aiming at the port mulit-energy microgrid with mobile hydrogen energy storage,a day-ahead and intra-day two-stage distributionally robust optimal scheduling model based on the ambiguity set of probability distribution is constructed.The linear decision rules and strong duality theory are used to transform the model into a mixed integer linear programming model for solution.Finally,the simulation is verified based on the measured data of offshore wind power.The results show that the mobile hydrogen energy storage can significantly improve the low-carbon flexibility of port multi-energy microgrid.The proposed model ensures the economy of port multi-energy microgrid and further considers the robustness under the risk of wind power uncertainty.关键词
移动氢能存储/港口多能微网/风电不确定性/Wasserstein距离/分布鲁棒优化Key words
mobile hydrogen energy storage/port multi-energy microgrid/wind power uncertainty/Wasserstein distance/distributionally robust optimization分类
信息技术与安全科学引用本文复制引用
侯慧,甘铭,吴细秀,赵波,章雷其,王灼,谢长君..考虑移动氢能存储的港口多能微网两阶段分布鲁棒优化调度[J].中国电机工程学报,2024,44(8):3078-3092,中插12,16.基金项目
国家重点研发计划项目(2020YFB1506802) (2020YFB1506802)
国家自然科学基金项目(52177110) (52177110)
深圳市科技计划(JCYJ20210324131409026). National Key R&D Program of China(2020YFB1506802) (JCYJ20210324131409026)
Project Supported by the National Natural Science Foundation of China(52177110) (52177110)
Shenzhen Science and Technology Program(JCYJ20210324131409026). (JCYJ20210324131409026)