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

[21] Fault gear identification using vibration signal with discrete wavelet transform technique and fuzzy-logic inference
Wu, Jian-Da
Hsu, Chuang-Chin
EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (02) : 3785 - 3794
[22] A Discrete Wavelet Transform based Cryptographic algorithm
Goswami, Debayan
Rahman, Naushad
Biswas, Jayanta
Koul, Anshu
Tamang, Rigya Lama
Bhattacharjee, A. K.
INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2011, 11 (04): : 178 - 182
[23] Design and development of fault classification algorithm based on relevance vector machine for power transformer
Patel, Dharmesh
Chothani, Nilesh. G.
Mistry, Khyati D.
Raichura, Maulik
IET ELECTRIC POWER APPLICATIONS, 2018, 12 (04) : 557 - 565
[24] Fault gear identification and classification using discrete wavelet transform and adaptive neuro-fuzzy inference
Wu, Jian-Da
Hsu, Chuang-Chin
Wu, Guo-Zhen
EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (03) : 6244 - 6255
[25] Modified Fuzzy logic technique for Power Transformer fault prediction
Kumar, A.
Vidya, H. A.
Reddy, Balagopal C.
2017 INTERNATIONAL CONFERENCE ON SMART GRIDS, POWER AND ADVANCED CONTROL ENGINEERING (ICSPACE), 2017, : 338 - 343
[26] FUZZY LOGIC SYSTEM BASED ON DISSOLVED GAS ANALYSIS AND FURAN ANALYSIS FOR POWER TRANSFORMER FAULT DIAGNOSIS
Nicola, Claudiu-Ionel
Nicola, Marcel
Nitu, Maria-Cristina
Aciu, Ancuta-Mihaela
UNIVERSITY POLITEHNICA OF BUCHAREST SCIENTIFIC BULLETIN SERIES C-ELECTRICAL ENGINEERING AND COMPUTER SCIENCE, 2019, 81 (03): : 183 - 196
[27] A load clustering algorithm based on discrete wavelet transform and fuzzy K-modes
Zhang J.
Zhang Y.
Hong J.
Gao H.
Liu J.
Dianli Zidonghua Shebei/Electric Power Automation Equipment, 2019, 39 (02): : 100 - 106and122
[28] 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
[29] 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 - +
[30] 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

← 1 2 3 4 5 →