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Star Sensor Denoising Algorithm Based on Edge Protection
Single-pixel noise commonly appearing in a star sensor can cause an unexpected error in centroid extraction. To overcome this problem, this paper proposes a star image denoising algorithm, named Improved Gaussian Side Window Filtering (IGSWF). Firstly, the IGSWF algorithm uses four special triangula...
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/PMC8398920/ https://www.ncbi.nlm.nih.gov/pubmed/34450698 http://dx.doi.org/10.3390/s21165255 |
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author | Lu, Kaili Liu, Enhai Zhao, Rujin Zhang, Hui Tian, Hong |
author_facet | Lu, Kaili Liu, Enhai Zhao, Rujin Zhang, Hui Tian, Hong |
author_sort | Lu, Kaili |
collection | PubMed |
description | Single-pixel noise commonly appearing in a star sensor can cause an unexpected error in centroid extraction. To overcome this problem, this paper proposes a star image denoising algorithm, named Improved Gaussian Side Window Filtering (IGSWF). Firstly, the IGSWF algorithm uses four special triangular Gaussian subtemplates for edge protection. Secondly, it exploits a reconstruction function based on the characteristic of stars and noise. The proposed IGSWF algorithm was successfully verified through simulations and evaluated in a star sensor. The experimental results indicated that the IGSWF algorithm performed better in preserving the shape of stars and eliminating the single-pixel noise and the centroid estimation error (CEE) value after using the IGSWF algorithm was eight times smaller than the original value, six times smaller than that after traditional window filtering, and three times smaller than that after the side window filtering. |
format | Online Article Text |
id | pubmed-8398920 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-83989202021-08-29 Star Sensor Denoising Algorithm Based on Edge Protection Lu, Kaili Liu, Enhai Zhao, Rujin Zhang, Hui Tian, Hong Sensors (Basel) Article Single-pixel noise commonly appearing in a star sensor can cause an unexpected error in centroid extraction. To overcome this problem, this paper proposes a star image denoising algorithm, named Improved Gaussian Side Window Filtering (IGSWF). Firstly, the IGSWF algorithm uses four special triangular Gaussian subtemplates for edge protection. Secondly, it exploits a reconstruction function based on the characteristic of stars and noise. The proposed IGSWF algorithm was successfully verified through simulations and evaluated in a star sensor. The experimental results indicated that the IGSWF algorithm performed better in preserving the shape of stars and eliminating the single-pixel noise and the centroid estimation error (CEE) value after using the IGSWF algorithm was eight times smaller than the original value, six times smaller than that after traditional window filtering, and three times smaller than that after the side window filtering. MDPI 2021-08-04 /pmc/articles/PMC8398920/ /pubmed/34450698 http://dx.doi.org/10.3390/s21165255 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 Lu, Kaili Liu, Enhai Zhao, Rujin Zhang, Hui Tian, Hong Star Sensor Denoising Algorithm Based on Edge Protection |
title | Star Sensor Denoising Algorithm Based on Edge Protection |
title_full | Star Sensor Denoising Algorithm Based on Edge Protection |
title_fullStr | Star Sensor Denoising Algorithm Based on Edge Protection |
title_full_unstemmed | Star Sensor Denoising Algorithm Based on Edge Protection |
title_short | Star Sensor Denoising Algorithm Based on Edge Protection |
title_sort | star sensor denoising algorithm based on edge protection |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8398920/ https://www.ncbi.nlm.nih.gov/pubmed/34450698 http://dx.doi.org/10.3390/s21165255 |
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