Reliability models of wind farms considering wind speed correlation and WTG outage

被引:44
作者
Chen, Fan [1 ]
Li, Fangxing [2 ]
Wei, Zhinong [1 ]
Sun, Guogiang [1 ]
Li, Jun [3 ]
机构
[1] Hohai Univ, Coll Energy & Elect Engn, Nanjing 210098, Jiangsu, Peoples R China
[2] Univ Tennessee, Dept EECS, Knoxville, TN 37996 USA
[3] Nanjing Inst Technol, Sch Elect Power Engn, Nanjing 211167, Jiangsu, Peoples R China
关键词
Wind farm; Reliability model; Wind speed correlation; WTG outage; Dependency between wind speed and WTG outage; Copula method; ADEQUACY ASSESSMENT; GENERATING SYSTEMS; POWER; DEPENDENCE;
D O I
10.1016/j.epsr.2014.10.016
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Wind speed correlation and wind turbine generator (WTG) outage are two factors affecting the reliability model of wind farms, but they are not addressed simultaneously in the existing literature. Meanwhile, WTG outage is reported to be dependent with wind speed to some extent. Therefore, the extended reliability models of wind farms incorporating both of these two factors and the dependency between WTG outage and wind speed are proposed in this paper. To consider the uncertainties and dependencies of wind speed and WTG failure, Copula method is applied to simulate correlated random variables representing for wind speed and the number of failed WTG units. Moreover, the linear apportioning technique is used to create multistate reliability models of wind farms from hourly wind power models. A number of sensitivity analyses on the modified IEEE RTS with wind power are conducted to validate the proposed reliability models for generation adequacy assessment. Case studies show that the generation adequacy indices increase with the correlation of wind speed and WTG forced outage rate (FOR). It is meaningful to point out that the effect of dependency between wind speed and WTG FOR on generation adequacy is minimal when WTG outages are independent, but it will be substantially larger when WTG outages are highly dependent. The proposed multistate reliability models of wind farms provide foundation for the reliability assessment of power systems with wind power integrated. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:385 / 392
页数:8
相关论文
共 32 条
[1]  
[Anonymous], 1979, IEEE T POWER AP SYST, V98, P2047, DOI 10.1109/TPAS.1979.319398
[2]  
[Anonymous], 1970, Reliability Evaluation of Engineering Systems, DOI DOI 10.1007/978-1-4615-7731-7
[3]  
[Anonymous], 2004, Copula Methods in Finance
[4]  
[Anonymous], 2005, Risk assessment of Power Systems
[5]   A RELIABILITY TEST SYSTEM FOR EDUCATIONAL PURPOSES - BASIC DATA [J].
BILLINTON, R ;
KUMAR, S ;
CHOWDHURY, N ;
CHU, K ;
DEBNATH, K ;
GOEL, L ;
KHAN, E ;
KOS, P ;
NOURBAKHSH, G ;
OTENGADJEI, J .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1989, 4 (03) :1238-1244
[6]   Multistate wind energy conversion system models for adequacy assessment of generating systems incorporating wind energy [J].
Billinton, Roy ;
Gao, Yi .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2008, 23 (01) :163-170
[7]   Adequacy Assessment Considerations in Wind Integrated Power Systems [J].
Billinton, Roy ;
Karki, Rajesh ;
Gao, Yi ;
Huang, Dange ;
Hu, Po ;
Wangdee, Wijarn .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2012, 27 (04) :2297-2305
[8]   Probabilistic load flow computation using Copula and Latin hypercube sampling [J].
Cai, Defu ;
Shi, Dongyuan ;
Chen, Jinfu .
IET GENERATION TRANSMISSION & DISTRIBUTION, 2014, 8 (09) :1539-1549
[9]   Simulation of correlated wind speed and power variates in wind parks [J].
Correia, P. F. ;
Ferreira de Jesus, J. M. .
ELECTRIC POWER SYSTEMS RESEARCH, 2010, 80 (05) :592-598
[10]   A Reliability Model of Large Wind Farms for Power System Adequacy Studies [J].
Dobakhshari, Ahmad Salehi ;
Fotuhi-Firuzabad, Mahmud .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2009, 24 (03) :792-801