Fault Diagnosis of a Brushless DC Motor Using K-Nearest Neighbor Classification Technique with Discrete Wavelet Transform Feature Extraction

被引：4
作者：
Borja, Clarisse Anne [1 ]
Tisado, Kyle Joshua [1 ]
Ostia, Conrado [1 ]
机构：
[1] Mapua Univ, Sch Elect Elect & Comp Engn, Manila, Philippines
来源：
2022 14TH INTERNATIONAL CONFERENCE ON COMPUTER AND AUTOMATION ENGINEERING (ICCAE 2022) | 2022年
关键词：
Motor fault diagnosis; discrete wavelet transform; haar; k-Nearest neighbor; MATLAB; BEARING; STATOR;
D O I：
10.1109/ICCAE55086.2022.9762425
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Diagnosis of motor faults plays an important role in the industry to implement preventive maintenance and avoid an unscheduled shutdown. A mechanical fault diagnostic system of a BLDC using the k-NN classification technique with DWT feature extraction is proposed in this study. Voltage signals from healthy and faulty BLDC motors were recorded. The voltage signals of the motors were then decomposed, and features were extracted using the DWT and divided into three data sets which are: training, validation, and testing. The k-NN prediction model was then trained, validated, and tested using a MATLAB environment. The diagnosis was run on 5 different Haar levels. Results showed that Level 1 produced the highest accuracy of 89.510% over the other 4 levels and was statistically verified using ANOVA Test.
引用
收藏
页码：122 / 126
页数：5
相关论文
共 50 条
[31]   Arrhythmia Beat Classification using Pruned Fuzzy K-Nearest Neighbor Classifier [J].
Arif, M. ;
Akram, M. U. ;
Afsar, F. A. .
2009 INTERNATIONAL CONFERENCE OF SOFT COMPUTING AND PATTERN RECOGNITION, 2009, :37-+
[32]   Automatic Digital Modulation Classification Using Genetic Programming with K-Nearest Neighbor [J].
Aslam, Muhammad Waqar ;
Zhu, Zhechen ;
Nandi, Asoke K. .
MILITARY COMMUNICATIONS CONFERENCE, 2010 (MILCOM 2010), 2010, :1731-1736
[33]   Beef Quality Identification using Color Analysis and K-Nearest Neighbor Classification [J].
Adi, Kusworo ;
Pujiyanto, Sri ;
Nurhayati, Oky Dwi ;
Pamungkas, Adi .
2015 4TH INTERNATIONAL CONFERENCE ON INSTRUMENTATION, COMMUNICATIONS, INFORMATION TECHNOLOGY, AND BIOMEDICAL ENGINEERING (ICICI-BME), 2015, :180-184
[34]   Multiscale slope feature extraction for gear and bearing fault diagnosis using wavelet transform [J].
Vishwash, B. ;
Pai, Srinivasa P. ;
Sriram, N. S. ;
Ahmed, Rounaq ;
Kumar, H. S. ;
Vijay, G. S. .
INTERNATIONAL CONFERENCE ON ADVANCES IN MANUFACTURING AND MATERIALS ENGINEERING (ICAMME 2014), 2014, 5 :1650-1659
[35]   Transmission Line Fault Classification Using Discrete Wavelet Transform [J].
Choudhury, Mousam ;
Ganguly, Amrita .
2015 INTERNATIONAL CONFERENCE ON ENERGY, POWER AND ENVIRONMENT: TOWARDS SUSTAINABLE GROWTH (ICEPE), 2015,
[36]   Enhancing data classification using locally informed weighted k-nearest neighbor algorithm [J].
Abdalla, Hassan, I ;
Amer, Ali A. .
EXPERT SYSTEMS WITH APPLICATIONS, 2025, 276
[37]   Visual classification of wood knots using k-nearest neighbor and convolutional neural network [J].
Kim H. ;
Kim M. ;
Park Y. ;
Yang S.-Y. ;
Chung H. ;
Kwon O. ;
Yeo H. .
Journal of the Korean Wood Science and Technology, 2019, 47 (02) :229-238
[38]   Classification Hoax News of Covid-19 on Instagram Using K-Nearest Neighbor [J].
Akbar, F. Indra Malik ;
Yaddarabullah ;
Permana, Silvester Dian Handy .
2021 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATION, NETWORKS AND SATELLITE (COMNETSAT 2021), 2021, :157-161
[39]   A FUSION OF A DISCRETE WAVELET TRANSFORM-BASED AND TIME-DOMAIN FEATURE EXTRACTION FOR MOTOR IMAGERY CLASSIFICATION [J].
Yassin, Fouziah Md ;
Norwawi, Norita Md ;
Noh, Nor Azila ;
Alias, Afishah ;
Tamam, Sofina .
JORDANIAN JOURNAL OF COMPUTERS AND INFORMATION TECHNOLOGY, 2024, 10 (02) :108-122
[40]   Classification of Hand Movements based on Discrete Wavelet Transform and Enhanced Feature Extraction [J].
Too, Jingwei ;
Abdullah, Abdul Rahim ;
Saad, Norhashimah Mohd .
INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2019, 10 (06) :83-89
12345