Scalable Security-Constrained Unit Commitment Under Uncertainty via Cone Programming Relaxation

被引:11
作者
Quarm, Edward, Jr. [1 ]
Madani, Ramtin [1 ]
机构
[1] Univ Texas Arlington, Dept Elect Engn, Arlington, TX 76019 USA
基金
美国国家科学基金会;
关键词
Contracts; Uncertainty; Programming; Generators; Stochastic processes; Complexity theory; Benchmark testing; Optimization methods; power generation scheduling; power system security; OPTIMIZATION; OPERATIONS; DISPATCH; SYSTEMS;
D O I
10.1109/TPWRS.2021.3062203
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
This paper is concerned with the problem of Security-Constrained Unit Commitment (SCUC) which is a long-standing challenge in power system engineering faced by system operators and utility companies on a daily basis. We consider a detailed variant of this problem that suffers from complexities posed by the presence of binary variables, the uncertainty of renewable sources and security constraints. A convex relaxation is formulated which is capable of finding feasible solutions within a provable distance from global optimality. We demonstrate the performance of this approach on detailed and challenging instances of SCUC with IEEE and PEGASE benchmark cases from Matpower . The proposed approach is able to handle over 12,000 binary variables and 2 million continuous variables with significant improvement in solution quality over commonly-used off-the-shelf solvers and other methods of convex relaxation.
引用
收藏
页码:4733 / 4744
页数:12
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