Impulse fault classification in transformers by fractal analysis

被引:21
作者
Purkait, P [1 ]
Chakravorti, S
机构
[1] Haldia Inst Technol, Instrumentat Engn Dept, Haldia 721657, Midnapore, India
[2] Jadavpur Univ, Dept Elect Engn, Kolkata 700032, India
关键词
transformers; insulation; impulse fault; fault classification; fault simulation; fractal dimensions; lacunarity; sliding window algorithm;
D O I
10.1109/TDEI.2003.1176571
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
Transformers are usually subjected to lightning impulse tests after assembly for assessment of their insulation strength. In the case of a fault the resulting winding current gets changed to a certain extent. The pattern of the fault currents depends on the type of fault and its location along the length of the winding. This paper describes the application of the concept of fractal geometry to analyze the properties of fault currents. Fractal features such as fractal dimension, lacunarity used for image surface recognition and the sliding window algorithm used for fractal analysis of waveform have been employed for classification of transformer impulse faults. Experimental results obtained for a 3 MVA transformer and simulation results obtained for 3 MVA, 5 MVA and 7 MVA transformers are presented to illustrate the ability of this approach to classify insulation failures. The results indicate that this new approach possesses reasonable abilities for waveform pattern discrimination.
引用
收藏
页码:109 / 116
页数:8
相关论文
共 28 条
[1]  
AICHER C, 1948, AIEE T, V67, P1621
[2]   DETECTION OF FAULTS AND AGING PHENOMENA IN TRANSFORMERS BY TRANSFER-FUNCTIONS [J].
BAKJENSEN, J ;
BAKJENSEN, B ;
MIKKELSEN, SD .
IEEE TRANSACTIONS ON POWER DELIVERY, 1995, 10 (01) :308-314
[3]  
Beldi F, 1950, BROWN BOVERI REV, V37, P179
[4]  
CANDELA R, 2000, IEEE T DEI, V7
[5]   ON THE CALCULATION OF FRACTAL FEATURES FROM IMAGES [J].
CHEN, SS ;
KELLER, JM ;
CROWNOVER, RM .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1993, 15 (10) :1087-1090
[6]  
DELEON F, 1994, IEEE T POWER DELIVER, V9, P231, DOI 10.1109/61.277694
[7]   A comparison of waveform fractal dimension algorithms [J].
Esteller, R ;
Vachtsevanos, G ;
Echauz, J ;
Litt, B .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2001, 48 (02) :177-183
[8]   FRACTAL CHARACTER OF DC TREES IN POLYMETHYLMETHACRYLATE [J].
FUJII, M ;
WATANABE, M ;
KITANI, I ;
ARII, K ;
YOSHINO, K .
IEEE TRANSACTIONS ON ELECTRICAL INSULATION, 1991, 26 (06) :1159-1162
[9]   ESTIMATION OF THE KOLMOGOROV-ENTROPY FROM A CHAOTIC SIGNAL [J].
GRASSBERGER, P ;
PROCACCIA, I .
PHYSICAL REVIEW A, 1983, 28 (04) :2591-2593
[10]  
Hagenguth JH, 1952, AIEE T, V71, P697, DOI DOI 10.1109/AIEEPAS.1952.4498531