Uncertainty Sets for Robust Unit Commitment

被引:175
作者
Guan, Yongpei [1 ]
Wang, Jianhui [1 ]
机构
[1] Argonne Natl Lab, Decis & Informat Sci Div, Lemont, IL 60439 USA
关键词
Power system operations; robust unit commitment; stochastic programming; uncertainty set; OPTIMIZATION;
D O I
10.1109/TPWRS.2013.2288017
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
For robust unit commitment problems addressing load, renewable energy generation, and demand response uncertainties, constructing a proper uncertainty set plays an important role in determining the conservativeness of the model. In this letter, we discuss different approaches to construct uncertainty sets based on historical data, with the purpose of reducing the conservativeness while maintaining the same level of robustness of the solution.
引用
收藏
页码:1439 / 1440
页数:2
相关论文
共 6 条
[1]
Adaptive Robust Optimization for the Security Constrained Unit Commitment Problem [J].
Bertsimas, Dimitris ;
Litvinov, Eugene ;
Sun, Xu Andy ;
Zhao, Jinye ;
Zheng, Tongxin .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2013, 28 (01) :52-63
[2]
Theory and Applications of Robust Optimization [J].
Bertsimas, Dimitris ;
Brown, David B. ;
Caramanis, Constantine .
SIAM REVIEW, 2011, 53 (03) :464-501
[3]
Chen Y., 2013, P FERC TECHN C WASH
[4]
Robust Unit Commitment With Wind Power and Pumped Storage Hydro [J].
Jiang, Ruiwei ;
Wang, Jianhui ;
Guan, Yongpei .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2012, 27 (02) :800-810
[5]
Unit Commitment With Volatile Node Injections by Using Interval Optimization [J].
Wang, Yang ;
Xia, Qing ;
Kang, Chongqing .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2011, 26 (03) :1705-1713
[6]
Unified Stochastic and Robust Unit Commitment [J].
Zhao, Chaoyue ;
Guan, Yongpei .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2013, 28 (03) :3353-3361