Applying Stochastic Programming to the Unit Commitment Problem

被引:0
|
作者
Ruiz, Pablo A. [1 ,2 ]
Philbrick, C. Russ [1 ]
Zak, Eugene [1 ]
Cheung, Kwok W. [1 ]
Sauer, Peter W. [2 ]
机构
[1] AREVA T&D, Redmond, WA 98052 USA
[2] Univ Illinois, ECE Dept, Chicago, IL 60680 USA
关键词
Unit commitment; economic dispatch; optimization; stochastic programming; operating reserve; reliability; Monte-Carlo simulation;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Multi-stage decision making, a fundamental tenet of stochastic programming, resonates well with the practice of the electricity markets. The day-ahead market, used to commit the generators, bears uncertainty in the power demand and physical conditions of the generators and transmission lines. The situation becomes less uncertain in the real-time market, where the dispatch is decided. Although traditional approaches such as operating reserve requirements have been effectively employed to ensure reliable system operations, the incorporation of stochastic methods offer the potential for superior solutions.
引用
收藏
页码:151 / +
页数:2
相关论文
共 50 条
  • [1] A solution to the stochastic unit commitment problem using chance constrained programming
    Ozturk, UA
    Mazumdar, M
    Norman, BA
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2004, 19 (03) : 1589 - 1598
  • [2] A solution to the stochastic unit commitment problem using chance constrained programming
    Mazumdar, M
    Norman, B
    [J]. 2005 IEEE POWER ENGINEERING SOCIETY GENERAL MEETING, VOLS, 1-3, 2005, : 1339 - 1339
  • [3] Stochastic analysis of the uncertain hourly load demand applying to unit commitment problem
    Park, JD
    Moon, YH
    Kook, HJ
    [J]. 2000 IEEE POWER ENGINEERING SOCIETY SUMMER MEETING, CONFERENCE PROCEEDINGS, VOLS 1-4, 2000, : 2266 - 2271
  • [4] An evolutionary programming solution to the unit commitment problem
    Juste, KA
    Kita, H
    Tanaka, E
    Hasegawa, J
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 1999, 14 (04) : 1452 - 1459
  • [5] A stochastic model for the unit commitment problem - Discussion
    Jacobs, JM
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 1996, 11 (03) : 1507 - 1507
  • [6] Stochastic unit commitment problem in electricity market
    Mikami, Ryusei
    Shiina, Takayuki
    Tokoro, Ken-ichi
    [J]. 2020 JOINT 11TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING AND INTELLIGENT SYSTEMS AND 21ST INTERNATIONAL SYMPOSIUM ON ADVANCED INTELLIGENT SYSTEMS (SCIS-ISIS), 2020, : 114 - 119
  • [7] A stochastic model for the unit commitment problem - Response
    Takriti, S
    Birge, JR
    Long, E
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 1996, 11 (03) : 1507 - 1508
  • [8] A Strong Semidefinite Programming Relaxation of the Unit Commitment Problem
    Ashraphijuo, Morteza
    Fattahi, Salar
    Lavaei, Javad
    Atamturk, Alper
    [J]. 2016 IEEE 55TH CONFERENCE ON DECISION AND CONTROL (CDC), 2016, : 694 - 701
  • [9] An evolutionary programming method for solving the unit commitment problem
    Rajan, CCA
    Mohan, MR
    [J]. 2004 IEEE POWER ENGINEERING SOCIETY GENERAL MEETING, VOLS 1 AND 2, 2004, : 1149 - 1149
  • [10] Multistage Stochastic Unit Commitment Using Stochastic Dual Dynamic Integer Programming
    Zou, Jikai
    Aluned, Shabbir
    Sun, Xu Andy
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2019, 34 (03) : 1814 - 1823