Cargando…
Cloud Detection Method Based on All-Sky Polarization Imaging
Sky cloud detection has a significant application value in the meteorological field. The existing cloud detection methods mainly rely on the color difference between the sky background and the cloud layer in the sky image and are not reliable due to the variable and irregular characteristics of the...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9415724/ https://www.ncbi.nlm.nih.gov/pubmed/36015923 http://dx.doi.org/10.3390/s22166162 |
_version_ | 1784776301740032000 |
---|---|
author | Li, Wunan Cao, Yu Zhang, Wenjing Ning, Yu Xu, Xiaojun |
author_facet | Li, Wunan Cao, Yu Zhang, Wenjing Ning, Yu Xu, Xiaojun |
author_sort | Li, Wunan |
collection | PubMed |
description | Sky cloud detection has a significant application value in the meteorological field. The existing cloud detection methods mainly rely on the color difference between the sky background and the cloud layer in the sky image and are not reliable due to the variable and irregular characteristics of the cloud layer and different weather conditions. This paper proposes a cloud detection method based on all-sky polarization imaging. The core of the algorithm is the “normalized polarization degree difference index” (NPDDI). Instead of relying on the color difference information, this index identifies the difference between degree of polarization (DoPs) of the cloud sky and the clear sky radiation to achieve cloud recognition. The method is not only fast and straightforward in the algorithm, but also can detect the optical thickness of the cloud layer in a qualitative sense. The experimental results show a good cloud detection performance. |
format | Online Article Text |
id | pubmed-9415724 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-94157242022-08-27 Cloud Detection Method Based on All-Sky Polarization Imaging Li, Wunan Cao, Yu Zhang, Wenjing Ning, Yu Xu, Xiaojun Sensors (Basel) Article Sky cloud detection has a significant application value in the meteorological field. The existing cloud detection methods mainly rely on the color difference between the sky background and the cloud layer in the sky image and are not reliable due to the variable and irregular characteristics of the cloud layer and different weather conditions. This paper proposes a cloud detection method based on all-sky polarization imaging. The core of the algorithm is the “normalized polarization degree difference index” (NPDDI). Instead of relying on the color difference information, this index identifies the difference between degree of polarization (DoPs) of the cloud sky and the clear sky radiation to achieve cloud recognition. The method is not only fast and straightforward in the algorithm, but also can detect the optical thickness of the cloud layer in a qualitative sense. The experimental results show a good cloud detection performance. MDPI 2022-08-17 /pmc/articles/PMC9415724/ /pubmed/36015923 http://dx.doi.org/10.3390/s22166162 Text en © 2022 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 Li, Wunan Cao, Yu Zhang, Wenjing Ning, Yu Xu, Xiaojun Cloud Detection Method Based on All-Sky Polarization Imaging |
title | Cloud Detection Method Based on All-Sky Polarization Imaging |
title_full | Cloud Detection Method Based on All-Sky Polarization Imaging |
title_fullStr | Cloud Detection Method Based on All-Sky Polarization Imaging |
title_full_unstemmed | Cloud Detection Method Based on All-Sky Polarization Imaging |
title_short | Cloud Detection Method Based on All-Sky Polarization Imaging |
title_sort | cloud detection method based on all-sky polarization imaging |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9415724/ https://www.ncbi.nlm.nih.gov/pubmed/36015923 http://dx.doi.org/10.3390/s22166162 |
work_keys_str_mv | AT liwunan clouddetectionmethodbasedonallskypolarizationimaging AT caoyu clouddetectionmethodbasedonallskypolarizationimaging AT zhangwenjing clouddetectionmethodbasedonallskypolarizationimaging AT ningyu clouddetectionmethodbasedonallskypolarizationimaging AT xuxiaojun clouddetectionmethodbasedonallskypolarizationimaging |