Study on the fault of power-shift steering transmission based on SVM structural risk

Ying Feng Zhang; Ma Biao; Chang Song Zheng; Jin Le Zhang

doi:10.1109/ICMA.2009.5246092

Study on the fault of power-shift steering transmission based on SVM structural risk

Ying Feng Zhang^*, Ma Biao, Chang Song Zheng, Jin Le Zhang

^*Corresponding author for this work

School of Mechanical Engineering

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

Abstract

Support vector machine (SVM) is an efficient method for data mining of oil analysis. The principle and structural risk of SVM are described in this paper. And the structural risk is studied using oil analysis data. During the process, parameters determination is a very important part because parameters have great influence on the performance of SVM. We select the Radial Basis Function (RBF) as the kernel function of SVM and study the influence of parameters sand C for SVM structural risk. The recognition rate of SVM model is influenced by SVM structural risk. The recognition rate is studied through an experimentation research.

Original language	English
Title of host publication	2009 IEEE International Conference on Mechatronics and Automation, ICMA 2009
Pages	3045-3049
Number of pages	5
DOIs	https://doi.org/10.1109/ICMA.2009.5246092
Publication status	Published - 2009
Event	2009 IEEE International Conference on Mechatronics and Automation, ICMA 2009 - Changchun, China Duration: 9 Aug 2009 → 12 Aug 2009

Publication series

Name	2009 IEEE International Conference on Mechatronics and Automation, ICMA 2009

Conference

Conference	2009 IEEE International Conference on Mechatronics and Automation, ICMA 2009
Country/Territory	China
City	Changchun
Period	9/08/09 → 12/08/09

Keywords

Power-shift steering transmission
SVM
Structural risk

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10.1109/ICMA.2009.5246092

Cite this

Zhang, Y. F., Biao, M., Zheng, C. S., & Zhang, J. L. (2009). Study on the fault of power-shift steering transmission based on SVM structural risk. In 2009 IEEE International Conference on Mechatronics and Automation, ICMA 2009 (pp. 3045-3049). Article 5246092 (2009 IEEE International Conference on Mechatronics and Automation, ICMA 2009). https://doi.org/10.1109/ICMA.2009.5246092

@inproceedings{9d3b0e5be03141e8ac3913ad76c2b84d,

title = "Study on the fault of power-shift steering transmission based on SVM structural risk",

abstract = "Support vector machine (SVM) is an efficient method for data mining of oil analysis. The principle and structural risk of SVM are described in this paper. And the structural risk is studied using oil analysis data. During the process, parameters determination is a very important part because parameters have great influence on the performance of SVM. We select the Radial Basis Function (RBF) as the kernel function of SVM and study the influence of parameters sand C for SVM structural risk. The recognition rate of SVM model is influenced by SVM structural risk. The recognition rate is studied through an experimentation research.",

keywords = "Power-shift steering transmission, SVM, Structural risk",

author = "Zhang, {Ying Feng} and Ma Biao and Zheng, {Chang Song} and Zhang, {Jin Le}",

year = "2009",

doi = "10.1109/ICMA.2009.5246092",

language = "English",

isbn = "9781424426935",

series = "2009 IEEE International Conference on Mechatronics and Automation, ICMA 2009",

pages = "3045--3049",

booktitle = "2009 IEEE International Conference on Mechatronics and Automation, ICMA 2009",

note = "2009 IEEE International Conference on Mechatronics and Automation, ICMA 2009 ; Conference date: 09-08-2009 Through 12-08-2009",

}

Zhang, YF, Biao, M , Zheng, CS & Zhang, JL 2009, Study on the fault of power-shift steering transmission based on SVM structural risk. in 2009 IEEE International Conference on Mechatronics and Automation, ICMA 2009., 5246092, 2009 IEEE International Conference on Mechatronics and Automation, ICMA 2009, pp. 3045-3049, 2009 IEEE International Conference on Mechatronics and Automation, ICMA 2009, Changchun, China, 9/08/09. https://doi.org/10.1109/ICMA.2009.5246092

Study on the fault of power-shift steering transmission based on SVM structural risk. / Zhang, Ying Feng; Biao, Ma ; Zheng, Chang Song et al.
2009 IEEE International Conference on Mechatronics and Automation, ICMA 2009. 2009. p. 3045-3049 5246092 (2009 IEEE International Conference on Mechatronics and Automation, ICMA 2009).

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

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AU - Biao, Ma

AU - Zheng, Chang Song

AU - Zhang, Jin Le

PY - 2009

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N2 - Support vector machine (SVM) is an efficient method for data mining of oil analysis. The principle and structural risk of SVM are described in this paper. And the structural risk is studied using oil analysis data. During the process, parameters determination is a very important part because parameters have great influence on the performance of SVM. We select the Radial Basis Function (RBF) as the kernel function of SVM and study the influence of parameters sand C for SVM structural risk. The recognition rate of SVM model is influenced by SVM structural risk. The recognition rate is studied through an experimentation research.

AB - Support vector machine (SVM) is an efficient method for data mining of oil analysis. The principle and structural risk of SVM are described in this paper. And the structural risk is studied using oil analysis data. During the process, parameters determination is a very important part because parameters have great influence on the performance of SVM. We select the Radial Basis Function (RBF) as the kernel function of SVM and study the influence of parameters sand C for SVM structural risk. The recognition rate of SVM model is influenced by SVM structural risk. The recognition rate is studied through an experimentation research.

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DO - 10.1109/ICMA.2009.5246092

M3 - Conference contribution

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T3 - 2009 IEEE International Conference on Mechatronics and Automation, ICMA 2009

SP - 3045

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BT - 2009 IEEE International Conference on Mechatronics and Automation, ICMA 2009

T2 - 2009 IEEE International Conference on Mechatronics and Automation, ICMA 2009

Y2 - 9 August 2009 through 12 August 2009

ER -

Study on the fault of power-shift steering transmission based on SVM structural risk

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