Title :
Design and Implementation of a Self-Validating Pressure Sensor
Author :
Feng, Zhigang ; Wang, Qi ; Shida, Katsunori
Author_Institution :
Dept. of Autom. Meas. & Control, Harbin Inst. of Technol., Harbin
fDate :
3/1/2009 12:00:00 AM
Abstract :
A new prototype of self-validating pressure sensor is described, including structure design of the transducer, fault detection and diagnosis method and signal transmitter based on double digital signal processors (DSPs) system. The elastic body of the transducer is based on circular-flat diaphragm structure. Eight groups of strain gauges are distributed on the diaphragm. One group of metal strain gauge with little temperature drift is used as primary pressure sensor, the other seven groups of semiconductor strain gauges with high sensitivity are used as calibration references. Consistency checking of the measured data is used to detect sensor fault. The outputs of self-validating pressure sensor including validated measurement value (VMV) of pressure, validated uncertainty (VU) of pressure, and measurement value status (MVS) of pressure are calculated using the high consistency data. A new fault diagnosis method based on wavelet packet decomposition feature extraction and support vector machine multiclassification is used to identify six sensor fault status. A double DSPs system is implemented using TMS 320 F 2812 and TMS 320 C 6713 to acquire the output signal and complete fault detection, diagnosis, and self-validating parameters calculating. The experiment results show that the designed pressure sensor prototype implements the self-validating function. It can detect fault in real-time and identify sensor status with high accuracy.
Keywords :
digital signal processing chips; fault diagnosis; pressure sensors; strain gauges; TMS320C6713; TMS320F2812; circular-flat diaphragm structure; diagnosis method; double digital signal processors system; fault detection; fault diagnosis method; measurement value status; metal strain gauge; self-validating pressure sensor; semiconductor strain gauges; signal transmitter; support vector machine multiclassification; validated measurement value; validated uncertainty; wavelet packet decomposition feature extraction; Capacitive sensors; Digital signal processing; Fault detection; Fault diagnosis; Pressure measurement; Prototypes; Sensor phenomena and characterization; Sensor systems; Temperature sensors; Transducers; Consistency checking; double DSPs system; fault detection and diagnosis; self-validating pressure sensor; support vector machine (SVM) multiclassification; wavelet packet decomposition;
Journal_Title :
Sensors Journal, IEEE
DOI :
10.1109/JSEN.2008.2011949