ZHOU Hong-wei1, LIU De-sheng1, ZU Hai-yan1. Non-linearity compensation of eddy current sensor based on SVM inverse model[J]. 2009, 28(7): 41-43. DOI: 10.13873/j.1000-97872009.07.032.
基于SVM逆模型的电涡流传感器非线性补偿
摘要
针对电涡流传感器检测过程中受温度和电路干扰等因素引起的非线性问题
提出了基于支持向量机(SVM)理论的非线性补偿方法
分析了存在传感器测量值中的非线性特性
建立了以检测位移参数为输出
以电压参数为输入的SVM逆模型。通过实验数据仿真验证了SVM模型的有效性
测试样本的模型预测平均误差为0.075 1mm
达到了较好的线性度
实现了电涡流传感器非线性补偿的目的。
Abstract
Aimed at the non-linear problem of the eddy current sensor electricity examination process in which sensors’signals are affected by temperature and electric circuit disturbance
a non-linearity compensating method is proposed based on the SVM theory
nonlinear response in the sensor observed value is analyzed
SVM inverse model is established by the displacement parameter as the output and voltage parameter as input.SVM model validity is confirmed through the tentative data simulation
the test sample model forecast average error is 0.075 1 mm
the good linearity is achieved
non-linearity compensation goal of the electricity turbulent flow sensor is realized.