A Bayesian approach for short-term transmission line thermal overload risk assessment

被引:54
作者
Zhang, J [1 ]
Pu, J
McCalley, JD
Stern, H
Gallus, WA
机构
[1] Iowa State Univ, Dept Elect & Comp Engn, Ames, IA 50011 USA
[2] Iowa State Univ, Dept Stat, Ames, IA 50011 USA
[3] Iowa State Univ, Dept Geol & Atmospher Sci, Ames, IA 50011 USA
关键词
Bayesian analysis; Markov Chain Monte Carlo (MCMC); security assessment; transmission line thermal overload risk assessment;
D O I
10.1109/TPWRD.2002.1022802
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
An on-line conductor thermal overload risk assessment method is presented in this paper. Bayesian time series models are used, to model weather conditions along the transmission lines. An estimate of the thermal overload risk is obtained by Monte Carlo (MC) simulation. We predict the thermal overload risk for the next hour based on the current weather conditions and power system operating conditions. The predicted risk of thermal overload is useful for on-line decision making in a stressed operational environment.
引用
收藏
页码:770 / 778
页数:9
相关论文
共 16 条
[1]  
[Anonymous], 1993, 7381993 IEEE
[2]  
Box G.E.P., 1994, TIME SERIES ANAL FOR
[3]   Real-time monitoring and dynamic thermal rating of power transmission circuits [J].
Douglass, DA ;
Edris, AA .
IEEE TRANSACTIONS ON POWER DELIVERY, 1996, 11 (03) :1407-1418
[4]   Dynamic thermal ratings realize circuit load limits [J].
Douglass, DA ;
Lawry, DC ;
Edris, AA ;
Bascom, EC .
IEEE COMPUTER APPLICATIONS IN POWER, 2000, 13 (01) :38-44
[5]  
*EPRI, 2000, TP114660 EPRI
[6]  
Fisher N.I, 1995, STAT ANAL CIRCULAR D
[7]  
Gelman A, 2013, BAYESIAN DATA ANAL, DOI DOI 10.1201/9780429258411
[8]  
House H.E., 1958, T AM I ELECT ENG 3, V77, P1169, DOI DOI 10.1109/AIEEPAS.1958.4500119
[9]   A DISTRIBUTION-FREE APPROACH TO INDUCING RANK CORRELATION AMONG INPUT VARIABLES [J].
IMAN, RL ;
CONOVER, WJ .
COMMUNICATIONS IN STATISTICS PART B-SIMULATION AND COMPUTATION, 1982, 11 (03) :311-334
[10]   DETERMINATION OF TRANSMISSION LINE AMPACITIES BY PROBABILITY AND NUMERICAL METHODS [J].
KOVAL, DO ;
BILLINTON, R .
IEEE TRANSACTIONS ON POWER APPARATUS AND SYSTEMS, 1970, PA89 (07) :1485-+