Reserve Requirements for Wind Power Integration: A Scenario-Based Stochastic Programming Framework

被引：449

作者：

Papavasiliou, Anthony ^{[1
]}

Oren, Shmuel S. ^{[1
]}

O'Neill, Richard P. ^{[2
]}

机构：

[1] Univ Calif Berkeley, Dept Ind Engn & Operat Res, Berkeley, CA 94720 USA

[2] Fed Energy Regulatory Commiss, Washington, DC 20037 USA

来源：

IEEE TRANSACTIONS ON POWER SYSTEMS | 2011年 / 26卷 / 04期

基金：

美国国家科学基金会;

关键词：

Reserve requirements; stochastic unit commitment; wind power integration; LAGRANGIAN-RELAXATION; UNIT COMMITMENT; OPTIMIZATION; UNCERTAINTY; REDUCTION; SECURITY; SPEED;

D O I：

10.1109/TPWRS.2011.2121095

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

080906 [电磁信息功能材料与结构]; 082806 [农业信息与电气工程];

摘要：

We present a two-stage stochastic programming model for committing reserves in systems with large amounts of wind power. We describe wind power generation in terms of a representative set of appropriately weighted scenarios, and we present a dual decomposition algorithm for solving the resulting stochastic program. We test our scenario generation methodology on a model of California consisting of 122 generators, and we show that the stochastic programming unit commitment policy outperforms common reserve rules.

引用

页码：2197 / 2206

页数：10

共 31 条

[1]

[Anonymous], 2010, CAL ISO CONTR GRID G

[2]

[Anonymous], 1993, Time Series Models

[3]

Market-clearing with stochastic security - Part I: Formulation [J].

Bouffard, F ;

Galiana, FD ;

Conejo, AJ .

IEEE TRANSACTIONS ON POWER SYSTEMS, 2005, 20 (04) :1818-1826

[4]

Stochastic security for operations planning with significant wind power generation [J].

Bouffard, Francois ;

Galiana, Francisco D. .

IEEE TRANSACTIONS ON POWER SYSTEMS, 2008, 23 (02) :306-316

[5]

Sequential Reliability Forecasting for Wind Energy: Temperature Dependence and Probability Distributions [J].

Callaway, Duncan S. .

IEEE TRANSACTIONS ON ENERGY CONVERSION, 2010, 25 (02) :577-585

[6]

Stochastic optimization of unit commitment: A new decomposition framework [J].

Carpentier, P ;

Cohen, G ;

Culioli, JC ;

Renaud, A .

IEEE TRANSACTIONS ON POWER SYSTEMS, 1996, 11 (02) :1067-1073

[7]

Scenario reduction in stochastic programming -: An approach using probability metrics [J].

Dupacová, J ;

Gröwe-Kuska, N ;

Römisch, W .

MATHEMATICAL PROGRAMMING, 2003, 95 (03) :493-511

[8]

AN APPLICATIONS ORIENTED GUIDE TO LAGRANGIAN-RELAXATION [J].

FISHER, ML .

INTERFACES, 1985, 15 (02) :10-21

[9]

Gross R., 2006, The Cost and Impacts of Intermittency: An assessment of the Evidence on the Costs and Impacts of Intermittent Generation on the British Electricity Network

[10]

Gröwe-Kuske N, 2002, IMA VOL MATH APPL, V128, P39

← 1 2 3 4 →