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@article{ART001832360},
author={장원철 and 박용훈 and 강명수 and Jong Myon Kim},
title={Mechanical Fault Classification of an Induction Motor using Texture Analysis},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2013},
volume={18},
number={12},
pages={11-19}

TY - JOUR
AU - 장원철
AU - 박용훈
AU - 강명수
AU - Jong Myon Kim
TI - Mechanical Fault Classification of an Induction Motor using Texture Analysis
JO - Journal of The Korea Society of Computer and Information
PY - 2013
VL - 18
IS - 12
PB - The Korean Society Of Computer And Information
SP - 11
EP - 19
SN - 1598-849X
AB - This paper proposes an algorithm using vibration signals and texture analysis for mechanical fault diagnosis of an induction motor. We analyze characteristics of contrast and pattern of an image converted from vibration signal and extract three texture features using gray-level co-occurrence model(GLCM). Then, the extracted features are used as inputs of a multi-level support vector machine(MLSVM) which utilizes the radial basis function(RBF) kernel function to classify each fault type. In addition, we evaluate the classification performance with varying the parameter from 0.3 to 1.0 for the RBF kernel function of MLSVM, and the proposed algorithm achieved 100% classification accuracy with the parameter of the RBF from 0.3 to 1.0. Moreover,the proposed algorithm achieved about 98% classification accuracy with 15dB and 20dB noise inserted vibration signals.
KW - Fault diagnosis;Induction motor;Gray-level co-occurrence matrix;Texture analysis;Support vector machine
DO -
UR -
ER -

장원철, 박용훈, 강명수 and Jong Myon Kim. (2013). Mechanical Fault Classification of an Induction Motor using Texture Analysis. Journal of The Korea Society of Computer and Information, 18(12), 11-19.

장원철, 박용훈, 강명수 and Jong Myon Kim. 2013, "Mechanical Fault Classification of an Induction Motor using Texture Analysis", Journal of The Korea Society of Computer and Information, vol.18, no.12 pp.11-19.

장원철, 박용훈, 강명수, Jong Myon Kim "Mechanical Fault Classification of an Induction Motor using Texture Analysis" Journal of The Korea Society of Computer and Information 18.12 pp.11-19 (2013) : 11.

장원철, 박용훈, 강명수, Jong Myon Kim. Mechanical Fault Classification of an Induction Motor using Texture Analysis. 2013; 18(12), 11-19.

장원철, 박용훈, 강명수 and Jong Myon Kim. "Mechanical Fault Classification of an Induction Motor using Texture Analysis" Journal of The Korea Society of Computer and Information 18, no.12 (2013) : 11-19.

장원철; 박용훈; 강명수; Jong Myon Kim. Mechanical Fault Classification of an Induction Motor using Texture Analysis. Journal of The Korea Society of Computer and Information, 18(12), 11-19.

장원철; 박용훈; 강명수; Jong Myon Kim. Mechanical Fault Classification of an Induction Motor using Texture Analysis. Journal of The Korea Society of Computer and Information. 2013; 18(12) 11-19.

장원철, 박용훈, 강명수, Jong Myon Kim. Mechanical Fault Classification of an Induction Motor using Texture Analysis. 2013; 18(12), 11-19.

장원철, 박용훈, 강명수 and Jong Myon Kim. "Mechanical Fault Classification of an Induction Motor using Texture Analysis" Journal of The Korea Society of Computer and Information 18, no.12 (2013) : 11-19.