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Nonlinear correction of photoelectric displacement sensor based on least square support vector machine

Authors :
Guo, Jie-rong
He, Yi-gang
Liu, Chang-qing
Source :
Journal of Central South University; October 2011, Vol. 18 Issue: 5 p1614-1618, 5p
Publication Year :
2011

Abstract

A model of correcting the nonlinear error of photoelectric displacement sensor was established based on the least square support vector machine. The parameters of the correcting nonlinear model, such as penalty factor and kernel parameter, were optimized by chaos genetic algorithm. And the nonlinear correction of photoelectric displacement sensor based on least square support vector machine was applied. The application results reveal that error of photoelectric displacement sensor is less than 1.5%, which is rather satisfactory for nonlinear correction of photoelectric displacement sensor.

Details

Language :
English
ISSN :
20952899
Volume :
18
Issue :
5
Database :
Supplemental Index
Journal :
Journal of Central South University
Publication Type :
Periodical
Accession number :
ejs52237735
Full Text :
https://doi.org/10.1007/s11771-011-0880-6