Experimental testing of the artificial neural network based protection of power transformers

被引:114
作者
Zaman, MR [1 ]
Rahman, MA [1 ]
机构
[1] Mem Univ Newfoundland, Fac Engn & Appl Sci, St Johns, NF A1B 3X5, Canada
关键词
D O I
10.1109/61.660922
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
This work presents a novel technique to distinguish between magnetizing inrush and internal fault currents of a power transformer. The proposed differential algorithm is based on artificial neural network (ANN) and unlike the existing relaying techniques, this method is independent of the harmonic contents of the differential current. a novel neural network is designed and trained using back-propagation algorithm with experimental data. After training the network, simulation and on-line tests are carried out to evaluate the performance of the ANN based algorithm under different fault and energization conditions. Both simulation and experimental, results are quite satisfactory.
引用
收藏
页码:510 / 517
页数:8
相关论文
共 12 条
[1]   NEURAL-NETWORK-BASED ALGORITHM FOR POWER TRANSFORMER DIFFERENTIAL RELAYS [J].
BASTARD, P ;
MEUNIER, M ;
REGAL, H .
IEE PROCEEDINGS-GENERATION TRANSMISSION AND DISTRIBUTION, 1995, 142 (04) :386-392
[2]  
Demuth H, 2000, NEURAL NETWORK TOOLB
[3]  
HAYKIN H, 1994, NEURAL NETWORKS COMP
[4]   IMPROVED OPERATION OF DIFFERENTIAL PROTECTION OF POWER TRANSFORMERS FOR INTERNAL FAULTS [J].
LIU, P ;
MALIK, OP ;
CHEN, DS ;
HOPE, GS ;
GUO, Y .
IEEE TRANSACTIONS ON POWER DELIVERY, 1992, 7 (04) :1912-1919
[5]  
PEREZ LG, 1994, IEEE T POWER DELIVER, V9, P434, DOI 10.1109/61.277715
[6]   A STATE-OF-THE-ART REVIEW OF TRANSFORMER PROTECTION ALGORITHMS [J].
RAHMAN, MA ;
JEYASURYA, B .
IEEE TRANSACTIONS ON POWER DELIVERY, 1988, 3 (02) :534-544
[7]  
RAHMAN MA, 1996, UNPUB IEEE PES SUMM
[8]  
SACHDEV M, 97TP1200 POW ENG ED
[9]   ONLINE IDENTIFICATION OF MAGNETIZING INRUSH AND INTERNAL FAULTS IN 3-PHASE TRANSFORMERS [J].
SIDHU, TS ;
SACHDEV, MS .
IEEE TRANSACTIONS ON POWER DELIVERY, 1992, 7 (04) :1885-1891
[10]   DESIGN, IMPLEMENTATION AND TESTING OF A MICROPROCESSOR-BASED HIGH-SPEED RELAY FOR DETECTING TRANSFORMER WINDING FAULTS [J].
SIDHU, TS ;
SACHDEV, MS ;
WOOD, HC ;
NAGPAL, M .
IEEE TRANSACTIONS ON POWER DELIVERY, 1992, 7 (01) :108-117