State evaluation of power-shift steering transmission based on hypersphere support vector machine

Yingfeng Zhang; Biao Ma; Lili Cui; Hailing Zhang

doi:10.1109/ICMA.2010.5589307

State evaluation of power-shift steering transmission based on hypersphere support vector machine

Yingfeng Zhang^*, Biao Ma, Lili Cui, Hailing Zhang

^*Corresponding author for this work

School of Mechanical Engineering

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

2 Citations (Scopus)

Abstract

The hypersphere support vector machine is an efficient method to evaluate the state of mechanism. The state of Power-Shift Steering Transmission (PSST) is studied using hypersphere support vector machine. The theory of hypersphere support vector machine is researched and an evaluation model is developed. The generalization of the model is analyzed. The spectrometric oil analysis data are processed using Principal Component Analysis (PCA) method and the selection of parameters is made. The influence of abnormal for performance of hypersphere support vector machine is analyzed. On the basis of training samples, the state of test samples is evaluated. It has been proved that hypersphere support vector machine is suitable for evaluating the state of PSST. Moreover, the correct rate of model can be improved greatly if abnormal samples are taken into account.

Original language	English
Title of host publication	2010 IEEE International Conference on Mechatronics and Automation, ICMA 2010
Pages	1142-1146
Number of pages	5
DOIs	https://doi.org/10.1109/ICMA.2010.5589307
Publication status	Published - 2010
Event	2010 IEEE International Conference on Mechatronics and Automation, ICMA 2010 - Xi'an, China Duration: 4 Aug 2010 → 7 Aug 2010

Publication series

Name	2010 IEEE International Conference on Mechatronics and Automation, ICMA 2010

Conference

Conference	2010 IEEE International Conference on Mechatronics and Automation, ICMA 2010
Country/Territory	China
City	Xi'an
Period	4/08/10 → 7/08/10

Keywords

Hypersphere support vector machine
Power-Shift Steering Transmission(PSST)
State evaluation

Access to Document

10.1109/ICMA.2010.5589307

Cite this

Zhang, Y., Ma, B., Cui, L., & Zhang, H. (2010). State evaluation of power-shift steering transmission based on hypersphere support vector machine. In 2010 IEEE International Conference on Mechatronics and Automation, ICMA 2010 (pp. 1142-1146). Article 5589307 (2010 IEEE International Conference on Mechatronics and Automation, ICMA 2010). https://doi.org/10.1109/ICMA.2010.5589307

@inproceedings{8a96676b89744100ade484e840b233eb,

title = "State evaluation of power-shift steering transmission based on hypersphere support vector machine",

abstract = "The hypersphere support vector machine is an efficient method to evaluate the state of mechanism. The state of Power-Shift Steering Transmission (PSST) is studied using hypersphere support vector machine. The theory of hypersphere support vector machine is researched and an evaluation model is developed. The generalization of the model is analyzed. The spectrometric oil analysis data are processed using Principal Component Analysis (PCA) method and the selection of parameters is made. The influence of abnormal for performance of hypersphere support vector machine is analyzed. On the basis of training samples, the state of test samples is evaluated. It has been proved that hypersphere support vector machine is suitable for evaluating the state of PSST. Moreover, the correct rate of model can be improved greatly if abnormal samples are taken into account.",

keywords = "Hypersphere support vector machine, Power-Shift Steering Transmission(PSST), State evaluation",

author = "Yingfeng Zhang and Biao Ma and Lili Cui and Hailing Zhang",

year = "2010",

doi = "10.1109/ICMA.2010.5589307",

language = "English",

isbn = "9781424451418",

series = "2010 IEEE International Conference on Mechatronics and Automation, ICMA 2010",

pages = "1142--1146",

booktitle = "2010 IEEE International Conference on Mechatronics and Automation, ICMA 2010",

note = "2010 IEEE International Conference on Mechatronics and Automation, ICMA 2010 ; Conference date: 04-08-2010 Through 07-08-2010",

}

Zhang, Y, Ma, B, Cui, L & Zhang, H 2010, State evaluation of power-shift steering transmission based on hypersphere support vector machine. in 2010 IEEE International Conference on Mechatronics and Automation, ICMA 2010., 5589307, 2010 IEEE International Conference on Mechatronics and Automation, ICMA 2010, pp. 1142-1146, 2010 IEEE International Conference on Mechatronics and Automation, ICMA 2010, Xi'an, China, 4/08/10. https://doi.org/10.1109/ICMA.2010.5589307

State evaluation of power-shift steering transmission based on hypersphere support vector machine. / Zhang, Yingfeng; Ma, Biao; Cui, Lili et al.
2010 IEEE International Conference on Mechatronics and Automation, ICMA 2010. 2010. p. 1142-1146 5589307 (2010 IEEE International Conference on Mechatronics and Automation, ICMA 2010).

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

TY - GEN

T1 - State evaluation of power-shift steering transmission based on hypersphere support vector machine

AU - Zhang, Yingfeng

AU - Ma, Biao

AU - Cui, Lili

AU - Zhang, Hailing

PY - 2010

Y1 - 2010

N2 - The hypersphere support vector machine is an efficient method to evaluate the state of mechanism. The state of Power-Shift Steering Transmission (PSST) is studied using hypersphere support vector machine. The theory of hypersphere support vector machine is researched and an evaluation model is developed. The generalization of the model is analyzed. The spectrometric oil analysis data are processed using Principal Component Analysis (PCA) method and the selection of parameters is made. The influence of abnormal for performance of hypersphere support vector machine is analyzed. On the basis of training samples, the state of test samples is evaluated. It has been proved that hypersphere support vector machine is suitable for evaluating the state of PSST. Moreover, the correct rate of model can be improved greatly if abnormal samples are taken into account.

AB - The hypersphere support vector machine is an efficient method to evaluate the state of mechanism. The state of Power-Shift Steering Transmission (PSST) is studied using hypersphere support vector machine. The theory of hypersphere support vector machine is researched and an evaluation model is developed. The generalization of the model is analyzed. The spectrometric oil analysis data are processed using Principal Component Analysis (PCA) method and the selection of parameters is made. The influence of abnormal for performance of hypersphere support vector machine is analyzed. On the basis of training samples, the state of test samples is evaluated. It has been proved that hypersphere support vector machine is suitable for evaluating the state of PSST. Moreover, the correct rate of model can be improved greatly if abnormal samples are taken into account.

KW - Hypersphere support vector machine

KW - Power-Shift Steering Transmission(PSST)

KW - State evaluation

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Y2 - 4 August 2010 through 7 August 2010

ER -

State evaluation of power-shift steering transmission based on hypersphere support vector machine

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