Wind power generation;
Uncertainty;
Wind farms;
Computational modeling;
Fluctuations;
Optimization;
Security;
Adjustable uncertainty set;
ambiguity set;
contingency;
distributionally robust optimization (DRO);
optimal power flow (OPF);
wind power uncertainty;
CORRECTIVE CONTROL;
ECONOMIC-DISPATCH;
UNIT COMMITMENT;
SECURITY;
OPERATIONS;
SYSTEMS;
COST;
D O I:
10.1109/TII.2021.3076801
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
This article proposes a risk-based contingency-constrained optimal power flow model by leveraging the methods of both adjustable uncertainty set and distributionally robust optimization. In the proposed model, an adjustable uncertainty set of wind power is developed with network contingencies explicitly incorporated. Based on this uncertainty set, the proposed model is capable of securing the network against both wind power fluctuations and contingencies in a probabilistic manner with the optimal balance between operation cost and risk. Meanwhile, a data-driven L1-norm-based ambiguity set is employed so that the proposed model is distributionally robust to the ambiguous probability distribution of wind power and the size of the model remains unchanged as the available wind power data increases. A decomposition-based algorithm is also derived so that the proposed model is solvable by off-the-shelf solvers. Numerical studies on IEEE 14- and 118-bus systems are conducted to verify the effectiveness of the proposed model.
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Chen, Yuwei
Guo, Qinglai
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Guo, Qinglai
Sun, Hongbin
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Sun, Hongbin
Li, Zhengshuo
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, TBSI, Shenzhen Environm Sci & New Energy Technol Engn L, Shenzhen 100084, Guangdong, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Li, Zhengshuo
Wu, Wenchuan
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Wu, Wenchuan
Li, Zihao
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
机构:
Univ Castilla La Mancha, ETSI Ind, Dept Ingn Elect Elect Automat & Comunicac, E-13071 Ciudad Real, SpainUniv Castilla La Mancha, ETSI Ind, Dept Ingn Elect Elect Automat & Comunicac, E-13071 Ciudad Real, Spain
Arroyo, Jose M.
Street, Alexandre
论文数: 0引用数: 0
h-index: 0
机构:
Pontifical Catholic Univ Rio De Janeiro, Elect Engn Dept, Rio De Janeiro, BrazilUniv Castilla La Mancha, ETSI Ind, Dept Ingn Elect Elect Automat & Comunicac, E-13071 Ciudad Real, Spain
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Chen, Yuwei
Guo, Qinglai
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Guo, Qinglai
Sun, Hongbin
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Sun, Hongbin
Li, Zhengshuo
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, TBSI, Shenzhen Environm Sci & New Energy Technol Engn L, Shenzhen 100084, Guangdong, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Li, Zhengshuo
Wu, Wenchuan
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Wu, Wenchuan
Li, Zihao
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
机构:
Univ Castilla La Mancha, ETSI Ind, Dept Ingn Elect Elect Automat & Comunicac, E-13071 Ciudad Real, SpainUniv Castilla La Mancha, ETSI Ind, Dept Ingn Elect Elect Automat & Comunicac, E-13071 Ciudad Real, Spain
Arroyo, Jose M.
Street, Alexandre
论文数: 0引用数: 0
h-index: 0
机构:
Pontifical Catholic Univ Rio De Janeiro, Elect Engn Dept, Rio De Janeiro, BrazilUniv Castilla La Mancha, ETSI Ind, Dept Ingn Elect Elect Automat & Comunicac, E-13071 Ciudad Real, Spain