Security-Constrained Unit Commitment With Flexible Uncertainty Set for Variable Wind Power

被引:126
作者
Shao, Chengcheng [1 ,2 ]
Wang, Xifan [1 ,2 ]
Shahidehpour, Mohammad [3 ]
Wang, Xiuli [1 ,2 ]
Wang, Biyang [1 ,2 ]
机构
[1] Xi An Jiao Tong Univ, Sch Elect Engn, Xian 710049, Peoples R China
[2] Xi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R China
[3] IIT, Dept Elect & Comp Engn, Chicago, IL 60616 USA
关键词
Robust SCUC; do-not-exceed (DNE) limit; flexible uncertainty set; position based vertex method; ROBUST OPTIMIZATION; GENERATION; DISPATCH; SCUC; LOAD;
D O I
10.1109/TSTE.2017.2673120
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Power system operation has recently witnessed major challenges, which are often due to large-scale integrations of wind power generation. In this paper, a two-stage robust security constrained unit commitment (SCUC) model is proposed for managing the wind power uncertainty in the hourly scheduling of power system generation. Different from previous studies on robust SCUC, which considered a predefined uncertainty set, the proposed method applies a flexible uncertainty set for managing the variable wind power generation. The proposed method seeks a feasible and economic dispatch in the flexible uncertainty set, takes into account wind spillage and load curtailment risks, and makes a tradeoff between the optimal wind power absorption and the economic grid operation. Several case studies are applied to the proposed method and the corresponding solutions are analyzed in the paper. The impacts of major factors, including flexible generation resources and power transmission capacity, on the proposed solution are also discussed. The numerical results demonstrate the merits of the proposed method for managing large variations in the hourly wind power generation and lowering the power system operation cost in uncertain conditions.
引用
收藏
页码:1237 / 1246
页数:10
相关论文
共 33 条
[21]  
Rosenthal R., GAMS-A User's Guide
[22]   Power System Economic Dispatch Considering Steady-State Secure Region for Wind Power [J].
Shao, Chengcheng ;
Wang, Xifan ;
Shahidehpour, Mohammad ;
Wang, Xiuli ;
Wang, Biyang .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2017, 8 (01) :268-278
[23]   Risk-Based Admissibility Assessment of Wind Generation Integrated into a Bulk Power System [J].
Wang, Cheng ;
Liu, Feng ;
Wang, Jianhui ;
Wei, Wei ;
Mei, Shengwei .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2016, 7 (01) :325-336
[24]   Security-constrained unit commitment with volatile wind power generation [J].
Wang, Jianhui ;
Shahidehpour, Mohammad ;
Li, Zuyi .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2008, 23 (03) :1319-1327
[25]   SHORT-TERM GENERATION SCHEDULING WITH TRANSMISSION AND ENVIRONMENTAL CONSTRAINTS USING AN AUGMENTED LAGRANGIAN-RELAXATION [J].
WANG, SJ ;
SHAHIDEHPOUR, SM ;
KIRSCHEN, DS ;
MOKHTARI, S ;
IRISARRI, GD .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1995, 10 (03) :1294-1301
[26]   Stochastic security-constrained unit commitment [J].
Wu, Lei ;
Shabidehpour, Mohammad ;
Li, Tao .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2007, 22 (02) :800-811
[27]   Comparison of Scenario-Based and Interval Optimization Approaches to Stochastic SCUC [J].
Wu, Lei ;
Shahidehpour, Mohammad ;
Li, Zuyi .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2012, 27 (02) :913-921
[28]   A fuzzy optimization-based method for integrated power system scheduling and inter-utility power transaction with uncertainties [J].
Yan, HZ ;
Luh, PB .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1997, 12 (02) :756-763
[29]   Solving two-stage robust optimization problems using a column-and-constraint generation method [J].
Zeng, Bo ;
Zhao, Long .
OPERATIONS RESEARCH LETTERS, 2013, 41 (05) :457-461
[30]   Robust optimal control with adjustable uncertainty sets [J].
Zhang, Xiaojing ;
Kamgarpour, Maryam ;
Georghiou, Angelos ;
Goulart, Paul ;
Lygeros, John .
AUTOMATICA, 2017, 75 :249-259