Application research on condition monitoring of power-shift steering transmission with hypersphere support vector machine

Yuan Zhu; Yingfeng Zhang; Bo Li; Biao Ma

doi:10.1109/WCICA.2010.5554322

Application research on condition monitoring of power-shift steering transmission with hypersphere support vector machine

Yuan Zhu^*, Yingfeng Zhang, Bo Li, Biao Ma

^*Corresponding author for this work

School of Mechanical Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

The hypersphere support vector machine is an efficient method to distinguish the state of mechanism. The state of Power-Shift Steering Transmission(PSST) is studied using hypersphere support vector machine and Principal Component Analysis(PCA) with spectrometric oil analysis data. The fundamental of hypersphere support vector machine and PCA is researched. The influence of model parameters for performance of hypersphere support vector machine is analyzed. On the basis of training samples, the calculation and analysis of test samples are done. It has been proved that hypersphere support vector machine is suitable to judge the state of PSST. Moreover, the performance of hypersphere support vector machine can be improved greatly if abnormal samples are taken into account.

Original language	English
Title of host publication	2010 8th World Congress on Intelligent Control and Automation, WCICA 2010
Pages	6394-6397
Number of pages	4
DOIs	https://doi.org/10.1109/WCICA.2010.5554322
Publication status	Published - 2010
Event	2010 8th World Congress on Intelligent Control and Automation, WCICA 2010 - Jinan, China Duration: 7 Jul 2010 → 9 Jul 2010

Publication series

Name	Proceedings of the World Congress on Intelligent Control and Automation (WCICA)

Conference

Conference	2010 8th World Congress on Intelligent Control and Automation, WCICA 2010
Country/Territory	China
City	Jinan
Period	7/07/10 → 9/07/10

Keywords

Condition monitoring
Hypersphere support vector machine
Power-shift steering transmission (PSST)

Access to Document

10.1109/WCICA.2010.5554322

Cite this

Zhu, Y., Zhang, Y., Li, B., & Ma, B. (2010). Application research on condition monitoring of power-shift steering transmission with hypersphere support vector machine. In 2010 8th World Congress on Intelligent Control and Automation, WCICA 2010 (pp. 6394-6397). Article 5554322 (Proceedings of the World Congress on Intelligent Control and Automation (WCICA)). https://doi.org/10.1109/WCICA.2010.5554322

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title = "Application research on condition monitoring of power-shift steering transmission with hypersphere support vector machine",

abstract = "The hypersphere support vector machine is an efficient method to distinguish the state of mechanism. The state of Power-Shift Steering Transmission(PSST) is studied using hypersphere support vector machine and Principal Component Analysis(PCA) with spectrometric oil analysis data. The fundamental of hypersphere support vector machine and PCA is researched. The influence of model parameters for performance of hypersphere support vector machine is analyzed. On the basis of training samples, the calculation and analysis of test samples are done. It has been proved that hypersphere support vector machine is suitable to judge the state of PSST. Moreover, the performance of hypersphere support vector machine can be improved greatly if abnormal samples are taken into account.",

keywords = "Condition monitoring, Hypersphere support vector machine, Power-shift steering transmission (PSST)",

author = "Yuan Zhu and Yingfeng Zhang and Bo Li and Biao Ma",

year = "2010",

doi = "10.1109/WCICA.2010.5554322",

language = "English",

isbn = "9781424467129",

series = "Proceedings of the World Congress on Intelligent Control and Automation (WCICA)",

pages = "6394--6397",

booktitle = "2010 8th World Congress on Intelligent Control and Automation, WCICA 2010",

note = "2010 8th World Congress on Intelligent Control and Automation, WCICA 2010 ; Conference date: 07-07-2010 Through 09-07-2010",

}

Zhu, Y, Zhang, Y, Li, B & Ma, B 2010, Application research on condition monitoring of power-shift steering transmission with hypersphere support vector machine. in 2010 8th World Congress on Intelligent Control and Automation, WCICA 2010., 5554322, Proceedings of the World Congress on Intelligent Control and Automation (WCICA), pp. 6394-6397, 2010 8th World Congress on Intelligent Control and Automation, WCICA 2010, Jinan, China, 7/07/10. https://doi.org/10.1109/WCICA.2010.5554322

Application research on condition monitoring of power-shift steering transmission with hypersphere support vector machine. / Zhu, Yuan; Zhang, Yingfeng; Li, Bo et al.
2010 8th World Congress on Intelligent Control and Automation, WCICA 2010. 2010. p. 6394-6397 5554322 (Proceedings of the World Congress on Intelligent Control and Automation (WCICA)).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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AU - Zhu, Yuan

AU - Zhang, Yingfeng

AU - Li, Bo

AU - Ma, Biao

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N2 - The hypersphere support vector machine is an efficient method to distinguish the state of mechanism. The state of Power-Shift Steering Transmission(PSST) is studied using hypersphere support vector machine and Principal Component Analysis(PCA) with spectrometric oil analysis data. The fundamental of hypersphere support vector machine and PCA is researched. The influence of model parameters for performance of hypersphere support vector machine is analyzed. On the basis of training samples, the calculation and analysis of test samples are done. It has been proved that hypersphere support vector machine is suitable to judge the state of PSST. Moreover, the performance of hypersphere support vector machine can be improved greatly if abnormal samples are taken into account.

AB - The hypersphere support vector machine is an efficient method to distinguish the state of mechanism. The state of Power-Shift Steering Transmission(PSST) is studied using hypersphere support vector machine and Principal Component Analysis(PCA) with spectrometric oil analysis data. The fundamental of hypersphere support vector machine and PCA is researched. The influence of model parameters for performance of hypersphere support vector machine is analyzed. On the basis of training samples, the calculation and analysis of test samples are done. It has been proved that hypersphere support vector machine is suitable to judge the state of PSST. Moreover, the performance of hypersphere support vector machine can be improved greatly if abnormal samples are taken into account.

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KW - Hypersphere support vector machine

KW - Power-shift steering transmission (PSST)

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T3 - Proceedings of the World Congress on Intelligent Control and Automation (WCICA)

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Zhu Y, Zhang Y, Li B, Ma B. Application research on condition monitoring of power-shift steering transmission with hypersphere support vector machine. In 2010 8th World Congress on Intelligent Control and Automation, WCICA 2010. 2010. p. 6394-6397. 5554322. (Proceedings of the World Congress on Intelligent Control and Automation (WCICA)). doi: 10.1109/WCICA.2010.5554322

Application research on condition monitoring of power-shift steering transmission with hypersphere support vector machine

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Keywords

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