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

被引:408
|
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
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
0808 ; 0809 ;
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
收藏
页码:2197 / 2206
页数:10
相关论文
共 50 条
  • [1] Wind Power Scenario Generation and Reduction in Stochastic Programming Framework
    Sharma, Kailash Chand
    Jain, Prerna
    Bhakar, Rohit
    [J]. ELECTRIC POWER COMPONENTS AND SYSTEMS, 2013, 41 (03) : 271 - 285
  • [2] Stochastic Constraint Programming: A Scenario-Based Approach
    S. Armagan Tarim
    Suresh Manandhar
    Toby Walsh
    [J]. Constraints, 2006, 11 : 53 - 80
  • [3] Stochastic constraint programming: A scenario-based approach
    Tarim, S. Armagan
    Manandhar, Suresh
    Walsh, Toby
    [J]. CONSTRAINTS, 2006, 11 (01) : 53 - 80
  • [4] Scenario-based requirements capture for human factors integration
    MacLeod I.S.
    [J]. Cognition, Technology & Work, 2008, 10 (3) : 191 - 198
  • [5] A Scenario-based Evaluation Framework and its Implementation for Wind Farm Integration in Distribution Network
    Gao, Haixiang
    Chen, Laijun
    Chen, Ying
    Sun, Zhenquan
    [J]. 2012 IEEE INTERNATIONAL CONFERENCE ON POWER SYSTEM TECHNOLOGY (POWERCON), 2012,
  • [6] A scenario-based stochastic programming approach for technology and capacity planning
    Chen, ZL
    Li, SL
    Tirupati, D
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2002, 29 (07) : 781 - 806
  • [7] Scenario-based requirements engineering
    Sutcliffe, A
    [J]. 11TH IEEE INTERNATIONAL REQUIREMENTS ENGINEERING CONFERENCE, PROCEEDINGS, 2003, : 320 - 329
  • [8] Scenario-based requirements analysis
    Alistair Sutcliffe
    [J]. Requirements Engineering, 1998, 3 (1) : 48 - 65
  • [9] Scenario-Based Hypersequential Programming
    Naoshi Uchihira
    Hideji Kawata
    Fumitaka Tamura
    [J]. International Journal of Parallel Programming, 2000, 28 : 155 - 157
  • [10] Scenario-based hypersequential programming
    Uchihira, N
    Kawata, H
    Tamura, F
    [J]. INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING, 2000, 28 (02) : 155 - 177