NEURAL-NETWORK-BASED ALGORITHM FOR POWER TRANSFORMER DIFFERENTIAL RELAYS

被引：75
作者：
BASTARD, P [1 ]
MEUNIER, M [1 ]
REGAL, H [1 ]
机构：
[1] PROTECT & CONTROL DPT,F-38000 GRENOBLE,FRANCE
来源：
IEE PROCEEDINGS-GENERATION TRANSMISSION AND DISTRIBUTION | 1995年 / 142卷 / 04期
关键词：
POWER RELAYS; CURRENT TRANSFORMERS; PROTECTION SYSTEMS; NEURAL NETWORK ALGORITHMS;
D O I：
10.1049/ip-gtd:19951817
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：
A neural network-based algorithm for the protection of a one-phase power transformer is considered. The neural network input is a four-dimensional vector obtained by a fast-frequency analysis of the differential current. Primary and secondary currents are measured with current transformers the saturation of which is taken into account. A set of training cases is generated with the help of the electromagnetic transients program. The neural network-based algorithm is compared with a conventional differential algorithm. It is found to be more efficient, especially in the case of saturation of the current transformers.
引用
收藏
页码：386 / 392
页数：7
相关论文
共 15 条
[1]   A TRANSFORMER MODEL FOR WINDING FAULT STUDIES [J].
BASTARD, P ;
BERTRAND, P ;
MEUNIER, M .
IEEE TRANSACTIONS ON POWER DELIVERY, 1994, 9 (02) :690-699
[2]   THE TECHNIQUE OF FINITE-IMPULSE-RESPONSE FILTERING APPLIED TO DIGITAL PROTECTION AND CONTROL OF MEDIUM VOLTAGE POWER-SYSTEM [J].
BASTARD, P ;
EMURA, T ;
MEUNIER, M ;
BERTRAND, P .
IEEE TRANSACTIONS ON POWER DELIVERY, 1992, 7 (02) :620-626
[3]  
BASTARD P, 1994, P INT C INTELLIGENT, V2, P673
[4]  
COMON P, TRAITEMENT SIGNAL, V8, P387
[5]   A NEURAL NETWORK APPROACH TO THE DETECTION OF INCIPIENT FAULTS ON POWER DISTRIBUTION FEEDERS [J].
EBRON, S ;
LUBKEMAN, DL ;
WHITE, M .
IEEE TRANSACTIONS ON POWER DELIVERY, 1990, 5 (02) :905-914
[6]  
FESER K, P APPLICATIONS NEURA, P117
[7]   A COMPARATIVE-ANALYSIS OF DIGITAL RELAYING ALGORITHMS FOR THE DIFFERENTIAL PROTECTION OF 3 PHASE TRANSFORMERS [J].
HABIB, M ;
MARIN, MA .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1988, 3 (03) :1378-1384
[8]  
HUSH DR, 1993, IEEE SIGNAL PROC JAN, P8
[9]  
Lippman R. P., 1987, IEEE ASSP MAGAZI APR, P4
[10]   DESIGN AND IMPLEMENTATION OF A DIGITAL DIFFERENTIAL RELAY FOR A 3-PHASE POWER TRANSFORMER BASED ON KALMAN FILTERING THEORY [J].
MURTY, YVVS ;
SMOLINSKI, WJ .
IEEE TRANSACTIONS ON POWER DELIVERY, 1988, 3 (02) :525-533
12