Generation self-scheduling with partial information on the probability distribution of prices

被引:9
作者
Jabr, R. A. [1 ]
机构
[1] Amer Univ Beirut, Dept Elect & Comp Engn, Beirut 11072020, Lebanon
关键词
VALUE-AT-RISK; OPTIMIZATION; UNCERTAINTY; SECURITY; PROFIT; GENCOS; MARKET;
D O I
10.1049/iet-gtd.2008.0601
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
Recent research has shown that generation self-scheduling in electricity markets can be approached using conditional value-at-risk (CVaR). This study considers a worst-case CVaR methodology applicable to cases where only partial information on the underlying probability distribution of prices is given. In particular, the probability distribution is considered under box and ellipsoidal uncertainty structures. It is shown that both structures result in self-scheduling problems that can be formulated as a quadratic cone program. The cone program can be used to (i) compute the worst-case conditional robust profit with probability level beta and (ii) optimise the self-schedule for a pre-specified probability beta of the corresponding worst-case conditional robust profit. Simulation results are used to demonstrate the self-scheduling model based on the worst-case CVaR. The usefulness of the proposed model is established by contrasting it with the CVaR approach.
引用
收藏
页码:138 / 149
页数:12
相关论文
共 22 条
[1]   OPTIMAL LOAD FLOW WITH STEADY-STATE SECURITY [J].
ALSAC, O ;
STOTT, B .
IEEE TRANSACTIONS ON POWER APPARATUS AND SYSTEMS, 1974, PA93 (03) :745-751
[2]   Coherent measures of risk [J].
Artzner, P ;
Delbaen, F ;
Eber, JM ;
Heath, D .
MATHEMATICAL FINANCE, 1999, 9 (03) :203-228
[3]  
Ben-Tal A., 2001, Lectures on modern convex optimization, V2
[4]   Risk-constrained self-scheduling of a thermal power producer [J].
Conejo, AJ ;
Nogales, FJ ;
Arroyo, JM ;
García-Bertrand, R .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2004, 19 (03) :1569-1574
[5]   Price-taker bidding strategy under price uncertainty [J].
Conejo, AJ ;
Nogales, FJ ;
Arroyo, JM .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2002, 17 (04) :1081-1088
[6]   Volatility in the California power market: source, methodology and recommendations [J].
Dahlgren, RW ;
Liu, CC ;
Lawarree, J .
IEE PROCEEDINGS-GENERATION TRANSMISSION AND DISTRIBUTION, 2001, 148 (02) :189-193
[7]   Managing market risk in energy [J].
Denton, M ;
Palmer, A ;
Masiello, R ;
Skantze, P .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2003, 18 (02) :494-502
[8]  
El Ghaoui L, 2003, OPER RES, V51, P543, DOI 10.1287/opre.51.4.543.16101
[9]  
Grainger J. J., 1994, Power System Analysis
[10]   Self-scheduling under ellipsoidal price uncertainty: conic-optimisation approach [J].
Jabr, R. A. .
IET GENERATION TRANSMISSION & DISTRIBUTION, 2007, 1 (01) :23-29