Modeling and Studying Acceleration-Induced Effects of Piezoelectric Pressure Sensors Using System Identification Theory
Transient pressure testing is often accompanied by shock acceleration. Aiming at the acceleration-induced effects of pressure sensors, a dynamic compensation method combining empirical mode decomposition (EMD) with system identification theory (SIT) is proposed in this paper. This method is more eff...
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doaj-f5b63fc1639d4d32a3f28006c9f244be2020-11-25T02:16:33ZengMDPI AGSensors1424-82202019-03-01195105210.3390/s19051052s19051052Modeling and Studying Acceleration-Induced Effects of Piezoelectric Pressure Sensors Using System Identification TheoryFujing Xu0Tiehua Ma1Department of Automation, Shanxi University, Taiyuan 030013, ChinaKey Laboratory for Instrumentation Science &Dynamic Measurement, Ministry of Education, North University of China, Taiyuan 030051, ChinaTransient pressure testing is often accompanied by shock acceleration. Aiming at the acceleration-induced effects of pressure sensors, a dynamic compensation method combining empirical mode decomposition (EMD) with system identification theory (SIT) is proposed in this paper. This method is more effective at reducing the error of the acceleration-induced effects without affecting the sensor’s sensitivity and inherent frequency. The principle and theoretical basis of acceleration-induced effects is analyzed, and the static and dynamic acceleration-induced effects on the quartz crystal of a piezoelectric pressure sensor are performed. An acceleration-induced effects dynamic calibration system is built using a Machete hammer, which generates acceleration signals with larger amplitude and narrower pulse width, and an autoregressive exogenous (ARX)mathematical model of acceleration-induced effects is obtained using empirical mode decomposition-system identification theory (EMD-SIT). A digital compensation filter for acceleration-induced effects is designed on the basis of this model. Experimental results explain that the acceleration-induced effects of the pressure sensor were less than 11% after using the digital compensation filter. A series of test data verify the accuracy, reliability, and generality of the model.http://www.mdpi.com/1424-8220/19/5/1052pressure sensoracceleration-induced effectsfinite element analysissystem identification |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Fujing Xu Tiehua Ma |
spellingShingle |
Fujing Xu Tiehua Ma Modeling and Studying Acceleration-Induced Effects of Piezoelectric Pressure Sensors Using System Identification Theory Sensors pressure sensor acceleration-induced effects finite element analysis system identification |
author_facet |
Fujing Xu Tiehua Ma |
author_sort |
Fujing Xu |
title |
Modeling and Studying Acceleration-Induced Effects of Piezoelectric Pressure Sensors Using System Identification Theory |
title_short |
Modeling and Studying Acceleration-Induced Effects of Piezoelectric Pressure Sensors Using System Identification Theory |
title_full |
Modeling and Studying Acceleration-Induced Effects of Piezoelectric Pressure Sensors Using System Identification Theory |
title_fullStr |
Modeling and Studying Acceleration-Induced Effects of Piezoelectric Pressure Sensors Using System Identification Theory |
title_full_unstemmed |
Modeling and Studying Acceleration-Induced Effects of Piezoelectric Pressure Sensors Using System Identification Theory |
title_sort |
modeling and studying acceleration-induced effects of piezoelectric pressure sensors using system identification theory |
publisher |
MDPI AG |
series |
Sensors |
issn |
1424-8220 |
publishDate |
2019-03-01 |
description |
Transient pressure testing is often accompanied by shock acceleration. Aiming at the acceleration-induced effects of pressure sensors, a dynamic compensation method combining empirical mode decomposition (EMD) with system identification theory (SIT) is proposed in this paper. This method is more effective at reducing the error of the acceleration-induced effects without affecting the sensor’s sensitivity and inherent frequency. The principle and theoretical basis of acceleration-induced effects is analyzed, and the static and dynamic acceleration-induced effects on the quartz crystal of a piezoelectric pressure sensor are performed. An acceleration-induced effects dynamic calibration system is built using a Machete hammer, which generates acceleration signals with larger amplitude and narrower pulse width, and an autoregressive exogenous (ARX)mathematical model of acceleration-induced effects is obtained using empirical mode decomposition-system identification theory (EMD-SIT). A digital compensation filter for acceleration-induced effects is designed on the basis of this model. Experimental results explain that the acceleration-induced effects of the pressure sensor were less than 11% after using the digital compensation filter. A series of test data verify the accuracy, reliability, and generality of the model. |
topic |
pressure sensor acceleration-induced effects finite element analysis system identification |
url |
http://www.mdpi.com/1424-8220/19/5/1052 |
work_keys_str_mv |
AT fujingxu modelingandstudyingaccelerationinducedeffectsofpiezoelectricpressuresensorsusingsystemidentificationtheory AT tiehuama modelingandstudyingaccelerationinducedeffectsofpiezoelectricpressuresensorsusingsystemidentificationtheory |
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