Cargando…

A Tropical Cyclone Center Location Method Based on Satellite Image

Accurately detecting and locating the center of the tropical cyclone is critical for the trajectory forecasting. This study proposed an automatic method for centers' location of the tropical cyclones based on the visible or the infrared satellite images. The morphological structure of the tropi...

Descripción completa

Detalles Bibliográficos
Autores principales: You, Qingxiang, Li, Zhenqing, Qian, Cheng, Wang, Tian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8923770/
https://www.ncbi.nlm.nih.gov/pubmed/35300393
http://dx.doi.org/10.1155/2022/3747619
_version_ 1784669730438643712
author You, Qingxiang
Li, Zhenqing
Qian, Cheng
Wang, Tian
author_facet You, Qingxiang
Li, Zhenqing
Qian, Cheng
Wang, Tian
author_sort You, Qingxiang
collection PubMed
description Accurately detecting and locating the center of the tropical cyclone is critical for the trajectory forecasting. This study proposed an automatic method for centers' location of the tropical cyclones based on the visible or the infrared satellite images. The morphological structure of the tropical cyclone is modeled using the circular pattern. The tropical cyclone center is located based on regional pixels instead of skeleton points. All pixels in a segmented cloud cluster vote for a 2-dimensional accumulator. The center of the cloud cluster is computed by the mean voting distances, which are calculated by fitting quadratic functions in every column of the two-dimensional (2D) accumulator. Then, a linear function is fitted according to the functional relationship between the mean voting distance and voting angle. The fitted coefficients of the linear function are the center coordinates of the tropical cyclone. The proposed method for centers location of the tropical cyclones is tested using visible and infrared satellite images. The results of center location are compared with the best track provided in JMA datasets.
format Online
Article
Text
id pubmed-8923770
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Hindawi
record_format MEDLINE/PubMed
spelling pubmed-89237702022-03-16 A Tropical Cyclone Center Location Method Based on Satellite Image You, Qingxiang Li, Zhenqing Qian, Cheng Wang, Tian Comput Intell Neurosci Research Article Accurately detecting and locating the center of the tropical cyclone is critical for the trajectory forecasting. This study proposed an automatic method for centers' location of the tropical cyclones based on the visible or the infrared satellite images. The morphological structure of the tropical cyclone is modeled using the circular pattern. The tropical cyclone center is located based on regional pixels instead of skeleton points. All pixels in a segmented cloud cluster vote for a 2-dimensional accumulator. The center of the cloud cluster is computed by the mean voting distances, which are calculated by fitting quadratic functions in every column of the two-dimensional (2D) accumulator. Then, a linear function is fitted according to the functional relationship between the mean voting distance and voting angle. The fitted coefficients of the linear function are the center coordinates of the tropical cyclone. The proposed method for centers location of the tropical cyclones is tested using visible and infrared satellite images. The results of center location are compared with the best track provided in JMA datasets. Hindawi 2022-03-08 /pmc/articles/PMC8923770/ /pubmed/35300393 http://dx.doi.org/10.1155/2022/3747619 Text en Copyright © 2022 Qingxiang You et al. 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
You, Qingxiang
Li, Zhenqing
Qian, Cheng
Wang, Tian
A Tropical Cyclone Center Location Method Based on Satellite Image
title A Tropical Cyclone Center Location Method Based on Satellite Image
title_full A Tropical Cyclone Center Location Method Based on Satellite Image
title_fullStr A Tropical Cyclone Center Location Method Based on Satellite Image
title_full_unstemmed A Tropical Cyclone Center Location Method Based on Satellite Image
title_short A Tropical Cyclone Center Location Method Based on Satellite Image
title_sort tropical cyclone center location method based on satellite image
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8923770/
https://www.ncbi.nlm.nih.gov/pubmed/35300393
http://dx.doi.org/10.1155/2022/3747619
work_keys_str_mv AT youqingxiang atropicalcyclonecenterlocationmethodbasedonsatelliteimage
AT lizhenqing atropicalcyclonecenterlocationmethodbasedonsatelliteimage
AT qiancheng atropicalcyclonecenterlocationmethodbasedonsatelliteimage
AT wangtian atropicalcyclonecenterlocationmethodbasedonsatelliteimage
AT youqingxiang tropicalcyclonecenterlocationmethodbasedonsatelliteimage
AT lizhenqing tropicalcyclonecenterlocationmethodbasedonsatelliteimage
AT qiancheng tropicalcyclonecenterlocationmethodbasedonsatelliteimage
AT wangtian tropicalcyclonecenterlocationmethodbasedonsatelliteimage