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Estimation and Error Analysis for Optomechanical Inertial Sensors
A sensor model and methodology to estimate the forcing accelerations measured using a novel optomechanical inertial sensor with the inclusion of stochastic bias and measurement noise processes is presented. A Kalman filter for the estimation of instantaneous sensor bias is developed; the outputs fro...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8468267/ https://www.ncbi.nlm.nih.gov/pubmed/34577307 http://dx.doi.org/10.3390/s21186101 |
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author | Kelly, Patrick Majji, Manoranjan Guzmán, Felipe |
author_facet | Kelly, Patrick Majji, Manoranjan Guzmán, Felipe |
author_sort | Kelly, Patrick |
collection | PubMed |
description | A sensor model and methodology to estimate the forcing accelerations measured using a novel optomechanical inertial sensor with the inclusion of stochastic bias and measurement noise processes is presented. A Kalman filter for the estimation of instantaneous sensor bias is developed; the outputs from this calibration step are then employed in two different approaches for the estimation of external accelerations applied to the sensor. The performance of the system is demonstrated using simulated measurements and representative values corresponding to a bench-tested 3.76 Hz oscillator. It is shown that the developed methods produce accurate estimates of the bias over a short calibration step. This information enables precise estimates of acceleration over an extended operation period. These results establish the feasibility of reliably precise acceleration estimates using the presented methods in conjunction with state of the art optomechanical sensing technology. |
format | Online Article Text |
id | pubmed-8468267 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-84682672021-09-27 Estimation and Error Analysis for Optomechanical Inertial Sensors Kelly, Patrick Majji, Manoranjan Guzmán, Felipe Sensors (Basel) Article A sensor model and methodology to estimate the forcing accelerations measured using a novel optomechanical inertial sensor with the inclusion of stochastic bias and measurement noise processes is presented. A Kalman filter for the estimation of instantaneous sensor bias is developed; the outputs from this calibration step are then employed in two different approaches for the estimation of external accelerations applied to the sensor. The performance of the system is demonstrated using simulated measurements and representative values corresponding to a bench-tested 3.76 Hz oscillator. It is shown that the developed methods produce accurate estimates of the bias over a short calibration step. This information enables precise estimates of acceleration over an extended operation period. These results establish the feasibility of reliably precise acceleration estimates using the presented methods in conjunction with state of the art optomechanical sensing technology. MDPI 2021-09-11 /pmc/articles/PMC8468267/ /pubmed/34577307 http://dx.doi.org/10.3390/s21186101 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Kelly, Patrick Majji, Manoranjan Guzmán, Felipe Estimation and Error Analysis for Optomechanical Inertial Sensors |
title | Estimation and Error Analysis for Optomechanical Inertial Sensors |
title_full | Estimation and Error Analysis for Optomechanical Inertial Sensors |
title_fullStr | Estimation and Error Analysis for Optomechanical Inertial Sensors |
title_full_unstemmed | Estimation and Error Analysis for Optomechanical Inertial Sensors |
title_short | Estimation and Error Analysis for Optomechanical Inertial Sensors |
title_sort | estimation and error analysis for optomechanical inertial sensors |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8468267/ https://www.ncbi.nlm.nih.gov/pubmed/34577307 http://dx.doi.org/10.3390/s21186101 |
work_keys_str_mv | AT kellypatrick estimationanderroranalysisforoptomechanicalinertialsensors AT majjimanoranjan estimationanderroranalysisforoptomechanicalinertialsensors AT guzmanfelipe estimationanderroranalysisforoptomechanicalinertialsensors |