Dynamic Compensation of a Piezoelectric Accelerometer Obtained through a General Probabilistic Approach

Dynamic compensation is the (partial) correction of the measurement signals for the effects due to bandwidth limitations of measurement systems and constitutes a research topic in dynamic measurement. The dynamic compensation of an accelerometer is here considered, as obtained by a method that direc...

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Main Authors: Francesco Crenna, Giovanni Battista Rossi, Marta Berardengo
Format: Article
Language:English
Published: MDPI AG 2023-04-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/23/8/3950
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author Francesco Crenna
Giovanni Battista Rossi
Marta Berardengo
author_facet Francesco Crenna
Giovanni Battista Rossi
Marta Berardengo
author_sort Francesco Crenna
collection DOAJ
description Dynamic compensation is the (partial) correction of the measurement signals for the effects due to bandwidth limitations of measurement systems and constitutes a research topic in dynamic measurement. The dynamic compensation of an accelerometer is here considered, as obtained by a method that directly comes from a general probabilistic model of the measurement process. Although the application of the method is simple, the analytical development of the corresponding compensation filter is quite complex and had been previously developed only for first-order systems, whilst here a second-order system is considered, thus moving from a scalar to a vector problem. The effectiveness of the method has been tested both through simulation and by a dedicated experiment. Both tests have shown the capability of the method of significantly improve the performance of the measurement system when dynamic effects are more prevalent than additive observation noise.
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spelling doaj.art-308b1d45b2494707b515fedf3fea391c2023-11-17T21:16:56ZengMDPI AGSensors1424-82202023-04-01238395010.3390/s23083950Dynamic Compensation of a Piezoelectric Accelerometer Obtained through a General Probabilistic ApproachFrancesco Crenna0Giovanni Battista Rossi1Marta Berardengo2DIME—Department of Mechanical, Energy, Management and Transportation Engineering, University of Genova, 16145 Genova, ItalyDIME—Department of Mechanical, Energy, Management and Transportation Engineering, University of Genova, 16145 Genova, ItalyDIME—Department of Mechanical, Energy, Management and Transportation Engineering, University of Genova, 16145 Genova, ItalyDynamic compensation is the (partial) correction of the measurement signals for the effects due to bandwidth limitations of measurement systems and constitutes a research topic in dynamic measurement. The dynamic compensation of an accelerometer is here considered, as obtained by a method that directly comes from a general probabilistic model of the measurement process. Although the application of the method is simple, the analytical development of the corresponding compensation filter is quite complex and had been previously developed only for first-order systems, whilst here a second-order system is considered, thus moving from a scalar to a vector problem. The effectiveness of the method has been tested both through simulation and by a dedicated experiment. Both tests have shown the capability of the method of significantly improve the performance of the measurement system when dynamic effects are more prevalent than additive observation noise.https://www.mdpi.com/1424-8220/23/8/3950dynamic measurementmeasurement modelingprobabilistic modelsdynamic compensationaccelerometers
spellingShingle Francesco Crenna
Giovanni Battista Rossi
Marta Berardengo
Dynamic Compensation of a Piezoelectric Accelerometer Obtained through a General Probabilistic Approach
Sensors
dynamic measurement
measurement modeling
probabilistic models
dynamic compensation
accelerometers
title Dynamic Compensation of a Piezoelectric Accelerometer Obtained through a General Probabilistic Approach
title_full Dynamic Compensation of a Piezoelectric Accelerometer Obtained through a General Probabilistic Approach
title_fullStr Dynamic Compensation of a Piezoelectric Accelerometer Obtained through a General Probabilistic Approach
title_full_unstemmed Dynamic Compensation of a Piezoelectric Accelerometer Obtained through a General Probabilistic Approach
title_short Dynamic Compensation of a Piezoelectric Accelerometer Obtained through a General Probabilistic Approach
title_sort dynamic compensation of a piezoelectric accelerometer obtained through a general probabilistic approach
topic dynamic measurement
measurement modeling
probabilistic models
dynamic compensation
accelerometers
url https://www.mdpi.com/1424-8220/23/8/3950
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AT giovannibattistarossi dynamiccompensationofapiezoelectricaccelerometerobtainedthroughageneralprobabilisticapproach
AT martaberardengo dynamiccompensationofapiezoelectricaccelerometerobtainedthroughageneralprobabilisticapproach