Virtual realization of temperature measurement of PRTD based on radial basis function neural network

被引:0
作者
Xia Changhao [1 ]
Liu Yong [1 ]
机构
[1] China Three Gorges Univ, Coll Elect Engn & Informat Technol, Yichang 443002, Hubei, Peoples R China
来源
ICEMI 2007: PROCEEDINGS OF 2007 8TH INTERNATIONAL CONFERENCE ON ELECTRONIC MEASUREMENT & INSTRUMENTS, VOL IV | 2007年
关键词
RBF; neural network; thermal resistor; LabVIEW; MATLAB; virtual instrument;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The problem of estimating the sensor's input-output characteristic is being increasingly tackled using software techniques. Artificial neural network (ANN) method is a useful curve-fitting method. A model of PRTD (Platinum Resistance-temperature Device) using radial basis function (RBF) neural network is presented. After the successful training of ANN using scale division data, it is then used as a neural estimator to calculate the temperature from resistance. Suitable spread parameter of the model is determined as 0.3 similar to 1.0. The absolute error is 0 degrees C for data in specimen and 0.03 similar to 0.06 degrees C out of specimen. The results indicate that model presented is simple in algorithm, accurate and steady. Software and hardware composition of VI system and virtual realization process of temperature measurement based on joint programming of LabVIEW and MATLAB including front panel and block diagram are given. Running results indicate that virtual realization method integrating ANN and VI is easy and inexpensive and can be used in other application fields for reference.
引用
收藏
页码:110 / 114
页数:5
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