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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Main Authors: Fujing Xu, Tiehua Ma
Format: Article
Language:English
Published: MDPI AG 2019-03-01
Series:Sensors
Subjects:
Online Access:http://www.mdpi.com/1424-8220/19/5/1052
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spelling 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
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AT tiehuama modelingandstudyingaccelerationinducedeffectsofpiezoelectricpressuresensorsusingsystemidentificationtheory
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