Feasibility Identification and Computational Efficiency Improvement for Two-Stage RUC With Multiple Wind Farms

被引:26
|
作者
Zhang, Menglin [1 ]
Fang, Jiakun [1 ]
Ai, Xiaomeng [1 ]
Shuai, Hang [1 ]
Yao, Wei [1 ]
He, Haibo [2 ]
Wu, Qiuwei [3 ]
Wen, Jinyu [1 ]
机构
[1] Huazhong Univ Sci & Technol, State Key Lab Adv Electromagnet Engn & Technol, Sch Elect & Elect Engn, Wuhan 430074, Peoples R China
[2] Univ Rhode Isl, Dept Elect Comp & Biomed Engn, Kingston, RI 02881 USA
[3] Tech Univ Denmark, Ctr Elect Power & Energy, Dept Elect Engn, DK-2800 Lyngby, Denmark
基金
中国博士后科学基金;
关键词
Uncertainty; Wind farms; Wind power generation; Indexes; Power systems; Optimization; Wind power uncertainty; robust unit commitment; feasibility identification; column-and-constraints generation; convex hull relaxation method; ROBUST UNIT COMMITMENT; ECONOMIC-DISPATCH; OPTIMIZATION; POWER; DECOMPOSITION; FORMULATION; ENERGY;
D O I
10.1109/TSTE.2019.2936581
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The increasing penetration level of wind power challenges robust unit commitment with feasibilities and high computational burden. To meet these challenges, we propose two-fold advances for the two-stage robust unit commitment (TS-RUC), aiming at providing feasible solution and efficient decision tool for the TS-RUC with multiple wind farms. First, the feasibility identification method is proposed to ensure the tractability of the TS-RUC. The feasibility boundaries are determined based on values of two sets of introduced slack variables, the wind power curtailment and load shedding. Second, the disjunctive programming is used to improve the computational efficiency of the max-min problem, which is reformulated with convex hull relaxation (CHR) method to reduce constraints embedding binary uncertainty variables. Simulation results on the modified IEEE-118 bus system and Henan power grid demonstrate that the proposed improvement for the TS-RUC can be implemented for power systems with multiple wind farms and significant wind power. The feasibility identification can guarantee a feasible solution and the use of the CHR can improve computational efficiency.
引用
收藏
页码:1669 / 1678
页数:10
相关论文
共 50 条
  • [1] Efficiency Assessment of Wind Farms: a Two-stage Approach
    Vaz, C. B.
    Ferreira, A. P.
    [J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE OF NUMERICAL ANALYSIS AND APPLIED MATHEMATICS 2014 (ICNAAM-2014), 2015, 1648
  • [2] Efficiency assessment of wind farms in China using two-stage data envelopment analysis
    Wu, Yunna
    Hu, Yong
    Xiao, Xinli
    Mao, Chunyu
    [J]. ENERGY CONVERSION AND MANAGEMENT, 2016, 123 : 46 - 55
  • [3] A Two-stage Wind Speed Model for Multiple Wind Farms Considering Autocorrelations and Cross-correlations
    Xie, Kaigui
    Miao, Shuwei
    Xia, Yun
    Ma, Yinghao
    Li, Yanlin
    [J]. 2016 INTERNATIONAL CONFERENCE ON PROBABILISTIC METHODS APPLIED TO POWER SYSTEMS (PMAPS), 2016,
  • [4] A Two-Stage Power Distribution Scheme of Multiple Wind Farms Participating in Primary Frequency Regulation
    Zhao, Chen
    Sun, Dan
    Zhang, Xu
    Ke, Weihuang
    Hu, Bin
    Nian, Heng
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2023, 38 (06) : 5009 - 5021
  • [6] Light Load Efficiency Improvement of Solar Farms Three-Phase Two-Stage Module Integrated Converter
    Amirahmadi, Ahmadreza
    Somani, Utsav
    Alharbi, Mahmood
    Jourdan, Charlie
    Batarseh, Issa
    [J]. APEC 2016 31ST ANNUAL IEEE APPLIED POWER ELECTRONICS CONFERENCE AND EXPOSITION, 2016, : 3333 - 3337
  • [7] Two-Stage Decentralized Optimal Voltage Control in Wind Farms With Hybrid ESSs
    Peng, Hanzhi
    Huang, Sheng
    Wei, Juan
    Wei, Chao
    Wu, Qiuwei
    Shen, Feifan
    Zhang, Wei
    Wang, Pengda
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2024, 39 (05) : 6552 - 6565
  • [8] Electrical Layout Optimization of Onshore Wind Farms Based on a Two-Stage Approach
    Deveci, Kaan
    Barutcu, Burak
    Alpman, Emre
    Tascikaraoglu, Akin
    Erdinc, Ozan
    [J]. IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2020, 11 (04) : 2407 - 2416
  • [9] Relationships between technical efficiency and subsidies for Czech farms: A two-stage robust approach
    Fryd, Lukas
    Sokol, Ondrej
    [J]. SOCIO-ECONOMIC PLANNING SCIENCES, 2021, 78
  • [10] Improvement of Two-stage Camera Calibration
    Zhang, Xuennin
    Song, Shuwen
    Pan, Qingjun
    [J]. AUTOMATIC MANUFACTURING SYSTEMS II, PTS 1 AND 2, 2012, 542-543 : 981 - 984