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Analytical Assessment of the Propagation of Colored Sensor Noise in Strapdown Inertial Navigation

Knowledge of the propagation of sensor errors in strapdown inertial navigation is crucial for the design of inertial and integrated navigation systems. The propagation of initialization errors and deterministic sensor errors is well covered in the literature. If considered at all, the propagation of...

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Detalles Bibliográficos
Autores principales: Blum, Christopher, Dambeck, Johann
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7731026/
https://www.ncbi.nlm.nih.gov/pubmed/33287275
http://dx.doi.org/10.3390/s20236914
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author Blum, Christopher
Dambeck, Johann
author_facet Blum, Christopher
Dambeck, Johann
author_sort Blum, Christopher
collection PubMed
description Knowledge of the propagation of sensor errors in strapdown inertial navigation is crucial for the design of inertial and integrated navigation systems. The propagation of initialization errors and deterministic sensor errors is well covered in the literature. If considered at all, the propagation of inertial sensor noise has typically been assessed for un-correlated (white) Gaussian noise. Real inertial sensor noise, however, is time-correlated (colored) and best described by a combination of different stochastic processes. In this paper, we demonstrate how a navigation system’s response to colored noise input differs from the response to bias-like or white noise inputs. We present a method for assessing the navigation error from various inertial sensor noise processes without the need for time-consuming Monte Carlo simulations and demonstrate its application and validity with real sensor data. The proposed method is used to determine in which scenarios the sensor’s real noise can be approximated by simple white Gaussian noise. The results indicate that neglecting colored sensor noise is justified for many applications, but should be checked individually for each sensor configuration and mission.
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spelling pubmed-77310262020-12-12 Analytical Assessment of the Propagation of Colored Sensor Noise in Strapdown Inertial Navigation Blum, Christopher Dambeck, Johann Sensors (Basel) Article Knowledge of the propagation of sensor errors in strapdown inertial navigation is crucial for the design of inertial and integrated navigation systems. The propagation of initialization errors and deterministic sensor errors is well covered in the literature. If considered at all, the propagation of inertial sensor noise has typically been assessed for un-correlated (white) Gaussian noise. Real inertial sensor noise, however, is time-correlated (colored) and best described by a combination of different stochastic processes. In this paper, we demonstrate how a navigation system’s response to colored noise input differs from the response to bias-like or white noise inputs. We present a method for assessing the navigation error from various inertial sensor noise processes without the need for time-consuming Monte Carlo simulations and demonstrate its application and validity with real sensor data. The proposed method is used to determine in which scenarios the sensor’s real noise can be approximated by simple white Gaussian noise. The results indicate that neglecting colored sensor noise is justified for many applications, but should be checked individually for each sensor configuration and mission. MDPI 2020-12-03 /pmc/articles/PMC7731026/ /pubmed/33287275 http://dx.doi.org/10.3390/s20236914 Text en © 2020 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Blum, Christopher
Dambeck, Johann
Analytical Assessment of the Propagation of Colored Sensor Noise in Strapdown Inertial Navigation
title Analytical Assessment of the Propagation of Colored Sensor Noise in Strapdown Inertial Navigation
title_full Analytical Assessment of the Propagation of Colored Sensor Noise in Strapdown Inertial Navigation
title_fullStr Analytical Assessment of the Propagation of Colored Sensor Noise in Strapdown Inertial Navigation
title_full_unstemmed Analytical Assessment of the Propagation of Colored Sensor Noise in Strapdown Inertial Navigation
title_short Analytical Assessment of the Propagation of Colored Sensor Noise in Strapdown Inertial Navigation
title_sort analytical assessment of the propagation of colored sensor noise in strapdown inertial navigation
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7731026/
https://www.ncbi.nlm.nih.gov/pubmed/33287275
http://dx.doi.org/10.3390/s20236914
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