Analysis of wave breaking on synthetic aperture radar at C-band during tropical cyclones
The purpose of our work is to analyze the effect of wave breaking on dual-polarized (vertical-vertical (VV) and vertical-horizontal (VH)) synthetic aperture radar (SAR) image in the C-band during tropical cyclones (TCs) based on the machine learning method. In this study, more than 1300 Sentinel-1 (...
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Taylor & Francis Group
2024-11-01
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| Series: | Geo-spatial Information Science |
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| Online Access: | https://www.tandfonline.com/doi/10.1080/10095020.2023.2295467 |
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| author | Yuyi Hu Weizeng Shao Xiaoqing Wang Juncheng Zuo Xingwei Jiang |
| author_facet | Yuyi Hu Weizeng Shao Xiaoqing Wang Juncheng Zuo Xingwei Jiang |
| author_sort | Yuyi Hu |
| collection | DOAJ |
| description | The purpose of our work is to analyze the effect of wave breaking on dual-polarized (vertical-vertical (VV) and vertical-horizontal (VH)) synthetic aperture radar (SAR) image in the C-band during tropical cyclones (TCs) based on the machine learning method. In this study, more than 1300 Sentinel-1 (S-1) interferometric-wide (IW) and extra wide (EW) mode SAR images are collocated with wave simulations from the WAVEWATCH-III (WW3) model during 400 TCs. The validation of the significant wave height (SWH) simulated using the WW3 model against Jason-2 altimeter data. The winds for S-1 SAR images are reconstructed using wind retrievals in VV and VH polarization. The non-polarized (NP) contribution σwb caused by wave breaking is assumed to be the result of the SAR-measured normalized radar cross-section (NRCS) σ0 minus the Bragg resonant roughness σbr without the distortion of rain cells during TCs. The σbr is simulated by imputing wave spectra from the WW3 model into the theoretical backscattering model. It is found that the ratio (σwb/σ0) in VV polarization is related to the wind speed, the wind direction relative with the flight orientation, and radar incidence angle. Following this rationale, the Adaptive Boosting (AdaBoost) model was used for the estimation of NP contribution σwb during TCs and are implemented for more than 300 dual-polarized S-1 images to validate the model. It is found that for the comparison between the sum of simulation NRCS and SAR observations, the root mean squared error (RMSE) is 1.95 dB and the coefficient (COR) is 0.86, which is better than a 2.83 dB RMSE and a 0.67 COR by empirical model. It is concluded that the AdaBoost model has a good performance on NP component simulation during TCs. |
| format | Article |
| id | doaj-art-ae56c0a2ad624256a1fc320a46f6a13b |
| institution | Kabale University |
| issn | 1009-5020 1993-5153 |
| language | English |
| publishDate | 2024-11-01 |
| publisher | Taylor & Francis Group |
| record_format | Article |
| series | Geo-spatial Information Science |
| spelling | doaj-art-ae56c0a2ad624256a1fc320a46f6a13b2024-12-11T11:57:33ZengTaylor & Francis GroupGeo-spatial Information Science1009-50201993-51532024-11-012762109212210.1080/10095020.2023.2295467Analysis of wave breaking on synthetic aperture radar at C-band during tropical cyclonesYuyi Hu0Weizeng Shao1Xiaoqing Wang2Juncheng Zuo3Xingwei Jiang4College of Marine Sciences, Shanghai Ocean University, Shanghai, ChinaCollege of Marine Sciences, Shanghai Ocean University, Shanghai, ChinaSchool of electronics and communication engineering, Sun Yat-sen University, Guangzhou, ChinaCollege of Marine Sciences, Shanghai Ocean University, Shanghai, ChinaNational Satellite Ocean Application Service, Ministry of Natural Resources, Beijing, ChinaThe purpose of our work is to analyze the effect of wave breaking on dual-polarized (vertical-vertical (VV) and vertical-horizontal (VH)) synthetic aperture radar (SAR) image in the C-band during tropical cyclones (TCs) based on the machine learning method. In this study, more than 1300 Sentinel-1 (S-1) interferometric-wide (IW) and extra wide (EW) mode SAR images are collocated with wave simulations from the WAVEWATCH-III (WW3) model during 400 TCs. The validation of the significant wave height (SWH) simulated using the WW3 model against Jason-2 altimeter data. The winds for S-1 SAR images are reconstructed using wind retrievals in VV and VH polarization. The non-polarized (NP) contribution σwb caused by wave breaking is assumed to be the result of the SAR-measured normalized radar cross-section (NRCS) σ0 minus the Bragg resonant roughness σbr without the distortion of rain cells during TCs. The σbr is simulated by imputing wave spectra from the WW3 model into the theoretical backscattering model. It is found that the ratio (σwb/σ0) in VV polarization is related to the wind speed, the wind direction relative with the flight orientation, and radar incidence angle. Following this rationale, the Adaptive Boosting (AdaBoost) model was used for the estimation of NP contribution σwb during TCs and are implemented for more than 300 dual-polarized S-1 images to validate the model. It is found that for the comparison between the sum of simulation NRCS and SAR observations, the root mean squared error (RMSE) is 1.95 dB and the coefficient (COR) is 0.86, which is better than a 2.83 dB RMSE and a 0.67 COR by empirical model. It is concluded that the AdaBoost model has a good performance on NP component simulation during TCs.https://www.tandfonline.com/doi/10.1080/10095020.2023.2295467Wave breakingsynthetic aperture radartropical cyclone |
| spellingShingle | Yuyi Hu Weizeng Shao Xiaoqing Wang Juncheng Zuo Xingwei Jiang Analysis of wave breaking on synthetic aperture radar at C-band during tropical cyclones Geo-spatial Information Science Wave breaking synthetic aperture radar tropical cyclone |
| title | Analysis of wave breaking on synthetic aperture radar at C-band during tropical cyclones |
| title_full | Analysis of wave breaking on synthetic aperture radar at C-band during tropical cyclones |
| title_fullStr | Analysis of wave breaking on synthetic aperture radar at C-band during tropical cyclones |
| title_full_unstemmed | Analysis of wave breaking on synthetic aperture radar at C-band during tropical cyclones |
| title_short | Analysis of wave breaking on synthetic aperture radar at C-band during tropical cyclones |
| title_sort | analysis of wave breaking on synthetic aperture radar at c band during tropical cyclones |
| topic | Wave breaking synthetic aperture radar tropical cyclone |
| url | https://www.tandfonline.com/doi/10.1080/10095020.2023.2295467 |
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