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基于系统辨识理论的压电压力传感器加速度效应建模与研究。

Modeling and Studying Acceleration-Induced Effects of Piezoelectric Pressure Sensors Using System Identification Theory.

机构信息

Department of Automation, Shanxi University, Taiyuan 030013, China.

Key Laboratory for Instrumentation Science &Dynamic Measurement, Ministry of Education, North University of China, Taiyuan 030051, China.

出版信息

Sensors (Basel). 2019 Mar 1;19(5):1052. doi: 10.3390/s19051052.

DOI:10.3390/s19051052
PMID:30832233
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6427671/
Abstract

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.

摘要

瞬态压力测试通常伴随着冲击加速度。针对压力传感器的加速度影响,本文提出了一种结合经验模态分解(EMD)和系统辨识理论(SIT)的动态补偿方法。该方法在不影响传感器灵敏度和固有频率的情况下,更有效地降低了加速度影响的误差。分析了加速度影响的原理和理论基础,对压电压力传感器的石英晶体进行了静态和动态加速度影响实验。利用 Machete 锤建立了加速度影响动态校准系统,该系统产生的加速度信号具有更大的幅值和更窄的脉冲宽度,并使用经验模态分解-系统辨识理论(EMD-SIT)获得了加速度影响的自回归外生(ARX)数学模型。在此模型的基础上,设计了用于加速度影响的数字补偿滤波器。实验结果表明,使用数字补偿滤波器后,压力传感器的加速度影响小于 11%。一系列测试数据验证了该模型的准确性、可靠性和通用性。

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Greatly improved small inductance measurement using quartz crystal parasitic capacitance compensation.利用石英晶体寄生电容补偿实现了大幅改进的小电感测量。
Sensors (Basel). 2010;10(4):3954-60. doi: 10.3390/s100403954. Epub 2010 Apr 20.
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Fault Diagnosis of Rotary Parts of a Heavy-Duty Horizontal Lathe Based on Wavelet Packet Transform and Support Vector Machine.基于小波包变换和支持向量机的重型卧式车床旋转部件故障诊断。
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A Resonant Pressure Microsensor with the Measurement Range of 1 MPa Based on Sensitivities Balanced Dual Resonators.一种基于灵敏度平衡双谐振器的测量范围为1MPa的谐振式压力微传感器。
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