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
相关论文
共 50 条
[11]   Conic relaxations of the unit commitment problem [J].
Fattahi, Salar ;
Ashraphijuo, Morteza ;
Lavaei, Javad ;
Atamturk, Alper .
ENERGY, 2017, 134 :1079-1095
[12]   OPTIMAL SOLUTION OF SCHEDULING PROBLEMS USING LAGRANGE MULTIPLIERS .1. [J].
FISHER, ML .
OPERATIONS RESEARCH, 1973, 21 (05) :1114-1127
[13]   A computational comparison of reformulations of the perspective relaxation: SOCP vs. cutting planes [J].
Frangioni, A. ;
Gentile, C. .
OPERATIONS RESEARCH LETTERS, 2009, 37 (03) :206-210
[14]   AC contingency dispatch based on security-constrained unit commitment [J].
Fu, Y ;
Shahidehpour, M ;
Li, ZY .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2006, 21 (02) :897-908
[15]   Security-constrained unit commitment with AC constraints [J].
Fu, Y ;
Shahidehpour, M ;
Li, ZY .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2005, 20 (03) :1538-1550
[16]  
Grant M., 2010, CVX MATLAB SOFTWARE
[17]   Graph implementations for nonsmooth convex programs [J].
Stanford University, United States .
Lect. Notes Control Inf. Sci., 2008, (95-110) :95-110
[18]   SECURITY CONSTRAINED UNIT COMMITMENT [J].
GUY, JD .
IEEE TRANSACTIONS ON POWER APPARATUS AND SYSTEMS, 1971, PA90 (03) :1385-&
[19]   LARGE SCALE HYDRO-THERMAL UNIT COMMITMENT-METHOD AND RESULTS [J].
HAPP, HH ;
JOHNSON, RC ;
WRIGHT, WJ .
IEEE TRANSACTIONS ON POWER APPARATUS AND SYSTEMS, 1971, PA90 (03) :1373-&
[20]   A METHOD FOR PLANNING ECONOMIC UNIT COMMITMENT AND MAINTENANCE OF THERMAL POWER SYSTEMS [J].
HARA, K ;
KIMURA, M ;
HONDA, N .
IEEE TRANSACTIONS ON POWER APPARATUS AND SYSTEMS, 1966, PA85 (05) :427-&