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Nonlinear correction of photoelectric displacement sensor based on least square support vector machine 被引量:1

Nonlinear correction of photoelectric displacement sensor based on least square support vector machine
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摘要 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. 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.
出处 《Journal of Central South University》 SCIE EI CAS 2011年第5期1614-1618,共5页 中南大学学报(英文版)
基金 Project(50925727) supported by the National Fund for Distinguish Young Scholars of China Project(60876022) supported by the National Natural Science Foundation of China Project(2010FJ4141) supported by Hunan Provincial Science and Technology Foundation,China Project supported by the Fund of the Key Construction Academic Subject (Optics) of Hunan Province,China
关键词 最小二乘支持向量机 位移传感器 非线性校正 光电 非线性误差 非线性模型 混沌遗传算法 内核参数 least square support vector machine position photoelectric displacement sensor nonlinear correct
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