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@article{ART001870253},
author={장원철 and Jong Myon Kim},
title={Bearing Multi-Faults Detection of an Induction Motor using Acoustic Emission Signals and Texture Analysis},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2014},
volume={19},
number={4},
pages={55-62}

TY - JOUR
AU - 장원철
AU - Jong Myon Kim
TI - Bearing Multi-Faults Detection of an Induction Motor using Acoustic Emission Signals and Texture Analysis
JO - Journal of The Korea Society of Computer and Information
PY - 2014
VL - 19
IS - 4
PB - The Korean Society Of Computer And Information
SP - 55
EP - 62
SN - 1598-849X
AB - This paper proposes a fault detection method utilizing converted images of acoustic emissionsignals and texture analysis for identifying bearing’s multi-faults which frequently occur in aninduction motor. The proposed method analyzes three texture features from the converted imagesof multi-faults: multi-faults image’s entropy, homogeneity, and energy. These extracted featuresare then used as inputs of a fuzzy-ARTMAP to identify each multi-fault including outer-inner,inner-roller, and outer-roller. The experimental results using ten times trials indicate that theproposed method achieves 100% accuracy in the fault classification.
KW - Multi-fault detection;induction motor;acoustic emission signals;gray-level co-occurrence matrix;texture analysis;fuzzy ARTMAP
DO -
UR -
ER -

장원철 and Jong Myon Kim. (2014). Bearing Multi-Faults Detection of an Induction Motor using Acoustic Emission Signals and Texture Analysis. Journal of The Korea Society of Computer and Information, 19(4), 55-62.

장원철 and Jong Myon Kim. 2014, "Bearing Multi-Faults Detection of an Induction Motor using Acoustic Emission Signals and Texture Analysis", Journal of The Korea Society of Computer and Information, vol.19, no.4 pp.55-62.

장원철, Jong Myon Kim "Bearing Multi-Faults Detection of an Induction Motor using Acoustic Emission Signals and Texture Analysis" Journal of The Korea Society of Computer and Information 19.4 pp.55-62 (2014) : 55.

장원철, Jong Myon Kim. Bearing Multi-Faults Detection of an Induction Motor using Acoustic Emission Signals and Texture Analysis. 2014; 19(4), 55-62.

장원철 and Jong Myon Kim. "Bearing Multi-Faults Detection of an Induction Motor using Acoustic Emission Signals and Texture Analysis" Journal of The Korea Society of Computer and Information 19, no.4 (2014) : 55-62.

장원철; Jong Myon Kim. Bearing Multi-Faults Detection of an Induction Motor using Acoustic Emission Signals and Texture Analysis. Journal of The Korea Society of Computer and Information, 19(4), 55-62.

장원철; Jong Myon Kim. Bearing Multi-Faults Detection of an Induction Motor using Acoustic Emission Signals and Texture Analysis. Journal of The Korea Society of Computer and Information. 2014; 19(4) 55-62.

장원철, Jong Myon Kim. Bearing Multi-Faults Detection of an Induction Motor using Acoustic Emission Signals and Texture Analysis. 2014; 19(4), 55-62.

장원철 and Jong Myon Kim. "Bearing Multi-Faults Detection of an Induction Motor using Acoustic Emission Signals and Texture Analysis" Journal of The Korea Society of Computer and Information 19, no.4 (2014) : 55-62.