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
收藏
页码:886 / 891
页数:6
相关论文
共 50 条
  • [41] A wavelet transform based decision making logic method for discrimination between internal faults and inrush currents in power transformers
    Mao, PL
    Aggarwal, RK
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2000, 22 (06) : 389 - 395
  • [42] Dissolved Gas Analysis of Mineral Oil for Power Transformer Fault Diagnosis Using Fuzzy Logic
    Huang, Yann-Chang
    Sun, Huo-Ching
    IEEE TRANSACTIONS ON DIELECTRICS AND ELECTRICAL INSULATION, 2013, 20 (03) : 974 - 981
  • [43] Evaluation and Classification of Power Quality Disturbances Based on Discrete Wavelet Transform and Artificial Neural Networks
    Alshahrani, Saeed
    Abbod, Maysam
    Alamri, Basem
    Taylor, Gareth
    2015 50TH INTERNATIONAL UNIVERSITIES POWER ENGINEERING CONFERENCE (UPEC), 2015,
  • [44] Automatic power quality disturbances detection and classification based on discrete wavelet transform and artificial intelligence
    Cesar, Duarte G.
    Valdomiro, Vega G.
    Gabriel, Ordonez P.
    2006 IEEE/PES TRANSMISSION & DISTRIBUTION CONFERENCE & EXPOSITION: LATIN AMERICA, VOLS 1-3, 2006, : 1515 - +
  • [45] An accurate fuzzy logic-based fault classification algorithm using voltage and current phase sequence components
    Saradarzadeh, Mehdi
    Sanaye-Pasand, Majid
    INTERNATIONAL TRANSACTIONS ON ELECTRICAL ENERGY SYSTEMS, 2015, 25 (10): : 2275 - 2288
  • [46] Fault detection through discrete wavelet transform in overhead power transmission lines
    Ahmed, Nadeem
    Hashmani, Ashfaq Ahmed
    Khokhar, Sohail
    Tunio, Mohsin Ali
    Faheem, Muhammad
    ENERGY SCIENCE & ENGINEERING, 2023, 11 (11) : 4181 - 4197
  • [47] Brushless DC Motor Fault Classification Using Support Vector Machine Algorithm with Discrete Wavelet Transform Feature Extraction
    Casem, Jeffrey
    Golecruz, Giemer Marey
    Ostia, Conrado, Jr.
    2023 9TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND ROBOTICS, ICCAR, 2023, : 19 - 24
  • [48] A fuzzy logic tool for transformer fault diagnosis
    Su, Q
    2000 INTERNATIONAL CONFERENCE ON POWER SYSTEM TECHNOLOGY, VOLS I-III, PROCEEDINGS, 2000, : 265 - 268
  • [49] Fuzzy Logic Application in DGA Methods to Classify Fault Type in Power Transformer
    Genc, Secil
    Karagol, Serap
    2ND INTERNATIONAL CONGRESS ON HUMAN-COMPUTER INTERACTION, OPTIMIZATION AND ROBOTIC APPLICATIONS (HORA 2020), 2020, : 672 - 675
  • [50] Inter-Turn Fault Detection in Power Transformer Using Fuzzy Logic
    Ramesh, K.
    Sushama, M.
    2014 INTERNATIONAL CONFERENCE ON SCIENCE ENGINEERING AND MANAGEMENT RESEARCH (ICSEMR), 2014,