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Nonlinearity Compensation For Thermocouple Vacuum Gauge Using Particle Swarm Optimized Least Squares Support Vector Machine

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成果类型:
期刊论文、会议论文
作者:
Tang Yao-geng;Gao Song;Qu Xing*
通讯作者:
Qu Xing
作者机构:
[Tang Yao-geng; Gao Song; Qu Xing] Univ South China, Coll Elect Engn, Hengyang 421001, Peoples R China.
通讯机构:
[Qu Xing] U
Univ South China, Coll Elect Engn, Hengyang 421001, Peoples R China.
语种:
英文
关键词:
Thermocouple vacuum gauge;Nonlinear characteristic;Compensation model;LS-SVM;PSO
期刊:
Applied Mechanics and Materials
ISSN:
1660-9336
年:
2013
卷:
321-324
页码:
2177-2182
会议名称:
International Conference on Mechatronics and Industrial Informatics (ICMII 2013)
会议论文集名称:
Applied Mechanics and Materials
会议时间:
MAR 13-14, 2013
会议地点:
Guangzhou, PEOPLES R CHINA
会议主办单位:
[Tang Yao-geng;Gao Song;Qu Xing] Univ South China, Coll Elect Engn, Hengyang 421001, Peoples R China.
会议赞助商:
Univ Nottingham, Queensland Univ Technol, Korea Maritime Univ
主编:
Yarlagadda, P Kim, YH
出版地:
KREUZSTRASSE 10, 8635 DURNTEN-ZURICH, SWITZERLAND
出版者:
TRANS TECH PUBLICATIONS LTD
ISBN:
978-3-03785-694-9
机构署名:
本校为第一且通讯机构
院系归属:
电气工程学院
摘要:
A method for compensating nonlinear characteristic of thermocouple vacuum gauge is proposed. Least squares support vector machine (LS-SVM) is adopt as compensation model, of which parameters are optimized using particle swarm optimization (PSO) algorithm. Experimental results using data obtained on-site show that the proposed approach effectively compensates the nonlinearity characteristic, and the accuracy of this ...

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