样条插值
插值(计算机图形学)
补偿(心理学)
花键(机械)
电阻式触摸屏
压力传感器
人工神经网络
压力测量
曲线拟合
反向传播
近似误差
温度测量
观测误差
控制理论(社会学)
声学
计算机科学
算法
数学
工程类
人工智能
物理
机械工程
计算机视觉
统计
运动(物理)
机器学习
心理学
精神分析
量子力学
双线性插值
控制(管理)
作者
Jianling Wang,Guoqing Hu,Ji Li,Yong-Hong Zhou,Chong Zou,Jahangir Alam S. M.
标识
DOI:10.1109/icemi52946.2021.9679505
摘要
The actual output of piezo-resistive pressure sensor has temperature drift because the silicon material and packaging medium of piezoresistive pressure sensor are easily affected by the ambient temperature. The compensation of the temperature drift is a great significance to improve the measurement accuracy of the sensor. A compensation method based on newton interpolation and cubic spline interpolation has been proposed in this research, which can be reduced the temperature drift and realized online compensation on the premise of ensuring the computation accurately. The results show that this method is superior to the least square (LS) fitting polynomial method, back propagation (BP) neural network, radial basis function (RBF) neural network and look-up table method in the temperature compensation range of −20°C ~ 80°C. The maximum reference error and average reference error of the compensation results were found the smallest value in this research, which could meet the requirement of high-precision measurement; however, the measurement accuracy of the pressure sensor is effectively improved.
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