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Accuracy of UWB Path Loss-Based Localization of Wireless Capsule Endoscopy

Wireless capsule endoscopy (WCE) is used to diagnose lesions in the gastrointestinal (GI) tract. The physicians require to know the exact position of the lesions which can be performed by localizing the WCE in the GI tract. In this paper, we propose ultra-wideband (UWB) path loss-based WCE localizat...

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Autores principales: Hany, Umma, Akter, Lutfa
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10281820/
https://www.ncbi.nlm.nih.gov/pubmed/37346146
http://dx.doi.org/10.1155/2023/3156013
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author Hany, Umma
Akter, Lutfa
author_facet Hany, Umma
Akter, Lutfa
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collection PubMed
description Wireless capsule endoscopy (WCE) is used to diagnose lesions in the gastrointestinal (GI) tract. The physicians require to know the exact position of the lesions which can be performed by localizing the WCE in the GI tract. In this paper, we propose ultra-wideband (UWB) path loss-based WCE localization and compute the Cramer–Rao lower bound (CRLB) to evaluate the accuracy bounds of localization in the small intestine. First, we propose the estimation of smoothed path loss by minimizing the path loss deviations caused by shadow fading effects of body tissues. Then, the estimated path loss is used to estimate the degree of path loss and to compute the weight of the sensor's positions. Finally, we propose the smoothed path loss degree-based weighted centroid localization (SPLD-WCL) algorithm to estimate the location of the WCE. We simulate the proposed SPLD-WCL algorithm and verify the accuracy by comparing it to the computed CRLB. The proposed SPLD-WCL localization algorithm shows a significantly high accuracy of localization with a 6.83 mm root mean square error (RMSE) without any advanced knowledge of unknown parameters and bounds.
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spelling pubmed-102818202023-06-21 Accuracy of UWB Path Loss-Based Localization of Wireless Capsule Endoscopy Hany, Umma Akter, Lutfa J Healthc Eng Research Article Wireless capsule endoscopy (WCE) is used to diagnose lesions in the gastrointestinal (GI) tract. The physicians require to know the exact position of the lesions which can be performed by localizing the WCE in the GI tract. In this paper, we propose ultra-wideband (UWB) path loss-based WCE localization and compute the Cramer–Rao lower bound (CRLB) to evaluate the accuracy bounds of localization in the small intestine. First, we propose the estimation of smoothed path loss by minimizing the path loss deviations caused by shadow fading effects of body tissues. Then, the estimated path loss is used to estimate the degree of path loss and to compute the weight of the sensor's positions. Finally, we propose the smoothed path loss degree-based weighted centroid localization (SPLD-WCL) algorithm to estimate the location of the WCE. We simulate the proposed SPLD-WCL algorithm and verify the accuracy by comparing it to the computed CRLB. The proposed SPLD-WCL localization algorithm shows a significantly high accuracy of localization with a 6.83 mm root mean square error (RMSE) without any advanced knowledge of unknown parameters and bounds. Hindawi 2023-06-13 /pmc/articles/PMC10281820/ /pubmed/37346146 http://dx.doi.org/10.1155/2023/3156013 Text en Copyright © 2023 Umma Hany and Lutfa Akter. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Hany, Umma
Akter, Lutfa
Accuracy of UWB Path Loss-Based Localization of Wireless Capsule Endoscopy
title Accuracy of UWB Path Loss-Based Localization of Wireless Capsule Endoscopy
title_full Accuracy of UWB Path Loss-Based Localization of Wireless Capsule Endoscopy
title_fullStr Accuracy of UWB Path Loss-Based Localization of Wireless Capsule Endoscopy
title_full_unstemmed Accuracy of UWB Path Loss-Based Localization of Wireless Capsule Endoscopy
title_short Accuracy of UWB Path Loss-Based Localization of Wireless Capsule Endoscopy
title_sort accuracy of uwb path loss-based localization of wireless capsule endoscopy
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10281820/
https://www.ncbi.nlm.nih.gov/pubmed/37346146
http://dx.doi.org/10.1155/2023/3156013
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