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基于LS-SVR的压力传感器温度自补偿策略

胡启阳 龙军 陈君

传感技术学报2017,Vol.30Issue(7):1057-1061,5.
传感技术学报2017,Vol.30Issue(7):1057-1061,5.DOI:10.3969/j.issn.1004-1699.2017.07.015

基于LS-SVR的压力传感器温度自补偿策略

Temperature Self-Compensation Strategy forPressure Sensor Based on LS-SVR

胡启阳 1龙军 1陈君1

作者信息

  • 1. 北京控制工程研究所,北京 100190
  • 折叠

摘要

Abstract

Temperature drift exists in Silicon piezo-resistive pressure sensor as the result of its susceptibility to temperature,which decreases the measurement precision of the sensor.Aiming at the problem that a temperature sensor is needed in traditional temperature compensation method,a temperature self-compensation strategy for pressure sensor based on LS-SVR is proposed,which acquires temperature information by definition and measurement of parameters in the measurement bridge of sensor.PSO algorithm and Cross Validate are applied to optimize the parameters of LS-SVR.The experimental results show that this method can eliminate the temperature drift effectively without an additional temperature sensor.The measurement accuracy can be improved to 0.1%FS.

关键词

压力传感器/温度补偿/最小二乘支持向量回归/粒子群优化/K-折交叉验证

Key words

pressure sensor/temperature compensation/LS-SVR/PSO/K-fold CV

分类

信息技术与安全科学

引用本文复制引用

胡启阳,龙军,陈君..基于LS-SVR的压力传感器温度自补偿策略[J].传感技术学报,2017,30(7):1057-1061,5.

基金项目

十二五民用航天项目(E020415) (E020415)

传感技术学报

OA北大核心CSCDCSTPCD

1004-1699

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