Internal Fault Classification Algorithm in Power Transformer Based on Discrete Wavelet Transform and Fuzzy Logic

被引：0

作者：

Ananwattanaporn, Santipont ^{[1
]}

Leelajindakrairerk, Monthon ^{[1
]}

Jettanasen, Chaiyan ^{[1
]}

Pothisarn, Chaichan ^{[1
]}

Ngaopitakkul, Atthapol ^{[1
]}

Asfani, Dimas Anton ^{[2
]}

机构：

[1] King Mongkuts Inst Technol Ladkrabang, Fac Engn, Bangkok, Thailand

[2] Inst Teknol Sepuluh Nopember, Dept Elect Engn, Surabaya, East Java, Indonesia

来源：

2017 6TH IIAI INTERNATIONAL CONGRESS ON ADVANCED APPLIED INFORMATICS (IIAI-AAI) | 2017年

关键词：

Discrete Wavelet Transform; Fuzzy Logic; Internal Fault; Power Transformer; PROTECTION; INRUSH;

D O I：

10.1109/IIAI-AAI.2017.204

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

This paper proposed classification algorithm that combination of wavelet transform and fuzzy logic to classifying the internal fault type in power transform. The decision algorithm process, a structure of the fuzzy logic consists of 4 inputs and 1 output. The maximum ratio of DWT at 1/4 cycle of phase A, B, C is performed as input variables while the output variables are designated corresponding to various types of internal faults. The 50 MVA, 115/23 kV three-phase power transformer has been modelled and simulate to evaluate the performance of proposed algorithm. The results show that the proposed algorithm gives satisfactory results, however, the overall accuracy indicates that this algorithm requires the further improvement.

引用

页码：886 / 891

页数：6

共 50 条

[41] Discrete Wavelet Transform and Back-propagation Neural Networks Algorithm for Fault Classification on Transmission Line
Pothisarn, C.
Ngaopitakkul, A.
T& D ASIA: 2009 TRANSMISSION & DISTRIBUTION CONFERENCE & EXPOSITION: ASIA AND PACIFIC, 2009, : 735 - 738
[42] Wavelet fuzzy expert technique for classification of power transformer transients
El Safty, Samah
Gharieb, Samia
El Latif Badr, Abb
Mansour, Mohamed
2006 International Conference on Power Systems Technology: POWERCON, Vols 1- 6, 2006, : 2735 - 2739
[43] Fault diagnosis of power transformer insulation based on fuzzy normal partition and logic reasoning
Xie, Li
Zhou, Long
Tong, Xiao-Jun
Chen, Mian-Yun
PROCEEDINGS OF 2007 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2007, : 1081 - +
[44] Intelligent Fault Diagnosis of Power Transformer based on Fuzzy Logic and Rough Set Theory
Zheng, Xiaoxia
2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 6858 - 6862
[45] An approach to power transformer protection based on wavelet transform
Lu Jiping
Chen Ying
Yang Xue
Li, Wenyuan
IPEC: 2005 International Power Engineering Conference, Vols 1 and 2, 2005, : 467 - 472
[46] Breast cancer histopathology image classification using transformer with discrete wavelet transform
Yan, Yuting
Lu, Ruidong
Sun, Jian
Zhang, Jianxin
Zhang, Qiang
MEDICAL ENGINEERING & PHYSICS, 2025, 138
[47] DWT-CNNTRN: a Convolutional Transformer for ECG Classification with Discrete Wavelet Transform
Zou, Congyu
Djajapermana, Mikhael
Martens, Eimo
Mueller, Alexander
Rueckert, Daniel
Mueller, Phillip
Steger, Alexander
Becker, Matthias
Wolfgang, Utschick
2023 45TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE & BIOLOGY SOCIETY, EMBC, 2023,
[48] Study on the fault diagnosis of partial-discharge for the eletric power transformer based on wavelet transform
An, WD
Sun, CX
Ji, Y
Quan, Z
Heng, L
Lei, Z
Liu, RG
WAVELET ANALYSIS AND ITS APPLICATIONS, AND ACTIVE MEDIA TECHNOLOGY, VOLS 1 AND 2, 2004, : 389 - 397
[49] Fault diagnosis method for wind power gearbox based on wavelet transform and optimized Swin Transformer
Zhou, Zhou
Chen, Jie
Wu, Mingming
Zhendong yu Chongji/Journal of Vibration and Shock, 2024, 43 (15): : 200 - 208
[50] Wavelet Transform Based Discrimination Between Inrush and Internal Fault of Indirect Symmetrical Phase Shift Transformer
Bhasker, Shailendra Kumar
Tripathy, Manoj
Kumar, Vishal
2014 IEEE PES GENERAL MEETING - CONFERENCE & EXPOSITION, 2014,

← 1 2 3 4 5 →