Gear Fault Diagnosis and Classification Based on Fisher Discriminant Analysis
Gears are the most essential parts in rotating machinery. So gear fault modes diagnosis and levels classification are very important in engineering practice. This paper present a novel method in gear fault recognition and identification using Fisher discriminant analysis (FDA) due to FDA can reduct...
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| Main Authors: | , , , , |
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| Format: | EJournal Article |
| Published: |
Institute of Advanced Engineering and Science,
2014-08-01.
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| Subjects: | |
| Online Access: | Get fulltext |
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| LEADER | 02206 am a22003373u 4500 | ||
|---|---|---|---|
| 001 | ijeecs3739_2033 | ||
| 042 | |a dc | ||
| 100 | 1 | 0 | |a Li, Haiping |e author |
| 100 | 1 | 0 | |e contributor |
| 700 | 1 | 0 | |a Zhao, Jianmin |e author |
| 700 | 1 | 0 | |a Zhang, Xinghui |e author |
| 700 | 1 | 0 | |a Teng, Hongzhi |e author |
| 700 | 1 | 0 | |a Yang, Ruifeng |e author |
| 245 | 0 | 0 | |a Gear Fault Diagnosis and Classification Based on Fisher Discriminant Analysis |
| 260 | |b Institute of Advanced Engineering and Science, |c 2014-08-01. | ||
| 500 | |a https://ijeecs.iaescore.com/index.php/IJEECS/article/view/3739 | ||
| 520 | |a Gears are the most essential parts in rotating machinery. So gear fault modes diagnosis and levels classification are very important in engineering practice. This paper present a novel method in gear fault recognition and identification using Fisher discriminant analysis (FDA) due to FDA can reduct dimension when analyse signal. The real data collected from a gearbox test rig is used to validate the method this paper proposed. And the effectiveness of the methodology was demonstrated by the results obtained from the analysis. Three kinds of fault modes and levels were identified. And energy was selected as feature parameter. The fault modes (normal, breaktooth and crack) were diagnosed at first, then the fault levels of breaktooth and crack are classified. The accurate rate of the method is approximate 89%. | ||
| 540 | |a Copyright (c) 2014 Institute of Advanced Engineering and Science | ||
| 540 | |a http://creativecommons.org/licenses/by-nc-nd/4.0 | ||
| 546 | |a eng | ||
| 690 | |a condition based maintenance | ||
| 690 | |a Gear, fault diagnosis, dimension reduction, Fisher discriminant analysis | ||
| 655 | 7 | |a info:eu-repo/semantics/article |2 local | |
| 655 | 7 | |a info:eu-repo/semantics/publishedVersion |2 local | |
| 655 | 7 | |2 local | |
| 786 | 0 | |n Indonesian Journal of Electrical Engineering and Computer Science; Vol 12, No 8: August 2014; 6198-6204 | |
| 786 | 0 | |n 2502-4760 | |
| 786 | 0 | |n 2502-4752 | |
| 786 | 0 | |n 10.11591/ijeecs.v12.i8 | |
| 787 | 0 | |n https://ijeecs.iaescore.com/index.php/IJEECS/article/view/3739/2033 | |
| 856 | 4 | 1 | |u https://ijeecs.iaescore.com/index.php/IJEECS/article/view/3739/2033 |z Get fulltext |