Chance-constrained optimization for integrated local energy systems operation considering correlated wind generation

被引:31
|
作者
Huo, Da [1 ]
Gu, Chenghong [2 ]
Greenwood, David [1 ]
Wang, Zhaoyu [3 ]
Zhao, Pengfei [2 ]
Li, Jianwei [4 ]
机构
[1] Newcastle Univ, Sch Engn, Newcastle Upon Tyne NE1 7RU, Tyne & Wear, England
[2] Univ Bath, Dept Elect & Elect Engn, Bath BA2 7AY, Avon, England
[3] Iowa State Univ, Ames, IA 50011 USA
[4] Coventry Univ, Inst Future Transport & Cities, Ctr Adv Low Carbon Prop Syst, Coventry, W Midlands, England
基金
欧盟地平线“2020”; 英国工程与自然科学研究理事会;
关键词
Chance-constrained programming; Copula; Correlation; Distribution network; Energy hub; Integrated Local Energy Systems; OPTIMAL POWER-FLOW; STORAGE SYSTEM; UNCERTAINTY; MANAGEMENT; HUB;
D O I
10.1016/j.ijepes.2021.107153
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Energy hubs, which integrate multiple energy vectors through converters, can enhance the value of Integrated Local Energy Systems (ILES) via increased flexibility and reduced costs. However, uncertain renewable energy and the non-convex, non-linear properties of energy flows complicate the modelling and operation of energy hub systems. This paper develops chance-constrained optimization methods for planning and operation of energy hub systems under uncertainty. The non-linear formulations of power and gas flows are relaxed by convexification methods, leading to a formulation of Second Order Cone Problem (SOCP), which can be efficiently solved to global optimality. The correlation between geographically close wind generators connected to the hub systems is modelled by establishing their relation using Gaussian copula. The proposed chance-constrained optimization is demonstrated on a six-hub system within a multi-vector energy distribution network with 7 electrical buses and 7 gas nodes. The value of different levels of system integration through the installation of energy hubs is investigated. The results show that by combining system integration via energy hubs with chance constrained operation, the proposed method can reduce operating costs and increase renewable energy yields, thereby benefitting hub system operators and customers with reduced energy infrastructure investment and energy costs.
引用
收藏
页数:12
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