A Modeling Study of the Impact of the Sea Surface Temperature on the Backscattering Coefficient and Wind Field Retrieval

The sea surface temperature (SST) actively impacts the backscattering coefficient measured by scatterometers and the wind retrieval accuracy. However, none of the geophysical model functions (GMFs) currently used in operational wind retrieval considers the effect of the SST. With the HY-2A scatterom...

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Main Authors: Yihuan Peng, Xuetong Xie, Mingsen Lin, Cuihong Pan, Haitao Li
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
SST
Online Access:https://ieeexplore.ieee.org/document/9078117/
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spelling doaj-ca56ff6520df4ec5b9cca917e64330452021-03-30T01:33:43ZengIEEEIEEE Access2169-35362020-01-018786527866210.1109/ACCESS.2020.29901609078117A Modeling Study of the Impact of the Sea Surface Temperature on the Backscattering Coefficient and Wind Field RetrievalYihuan Peng0https://orcid.org/0000-0002-3953-8815Xuetong Xie1https://orcid.org/0000-0002-1261-7003Mingsen Lin2Cuihong Pan3https://orcid.org/0000-0002-9909-5446Haitao Li4https://orcid.org/0000-0001-7274-5798School of Geographical Sciences, Guangzhou University, Guangzhou, ChinaSchool of Geographical Sciences, Guangzhou University, Guangzhou, ChinaNational Satellite Ocean Application Service, Beijing, ChinaSchool of Geographical Sciences, Guangzhou University, Guangzhou, ChinaSchool of Geographical Sciences, Guangzhou University, Guangzhou, ChinaThe sea surface temperature (SST) actively impacts the backscattering coefficient measured by scatterometers and the wind retrieval accuracy. However, none of the geophysical model functions (GMFs) currently used in operational wind retrieval considers the effect of the SST. With the HY-2A scatterometer as the research subject, this paper attempts to quantitatively analyze the effect of the SST on the backscattering coefficient for the first time and establish a new GMF by the Fourier series method (containing only cosine terms), which adopts the SST as the independent variable. The collocated Level 2A radar backscatter measurement data of the HY-2A scatterometer and the European Centre for Medium-Range Weather Forecasts (ECMWF) reanalysis wind data are used to build the new SST-dependent GMF that considers the influence of the SST in the model. The study indicates that the SST effects are wind speed dependent and more significant under vertical-vertical (VV) polarization. The backscattering coefficient increases with increasing SST in the wind speed range of 5-15 m/s. In addition, with increasing wind speed, the influence of the SST gradually decreases. Finally, the new GMF was applied to retrieve the ocean surface wind, which was compared to the conventional GMF to validate its performance. The experimental results indicate that the accuracy of wind field retrieval by the new GMF is considerably improved and the systematic deviation in the wind speed is effectively corrected. This study potentially contributes to a better understanding of the microwave backscattering behavior of the ocean surface and provides a way to further improve the wind retrieval accuracy of the HY-2A scatterometer as well as of other Ku-band scatterometers.https://ieeexplore.ieee.org/document/9078117/Fourier seriesgeophysical model function (GMF)wind field retrievalSST
collection DOAJ
language English
format Article
sources DOAJ
author Yihuan Peng
Xuetong Xie
Mingsen Lin
Cuihong Pan
Haitao Li
spellingShingle Yihuan Peng
Xuetong Xie
Mingsen Lin
Cuihong Pan
Haitao Li
A Modeling Study of the Impact of the Sea Surface Temperature on the Backscattering Coefficient and Wind Field Retrieval
IEEE Access
Fourier series
geophysical model function (GMF)
wind field retrieval
SST
author_facet Yihuan Peng
Xuetong Xie
Mingsen Lin
Cuihong Pan
Haitao Li
author_sort Yihuan Peng
title A Modeling Study of the Impact of the Sea Surface Temperature on the Backscattering Coefficient and Wind Field Retrieval
title_short A Modeling Study of the Impact of the Sea Surface Temperature on the Backscattering Coefficient and Wind Field Retrieval
title_full A Modeling Study of the Impact of the Sea Surface Temperature on the Backscattering Coefficient and Wind Field Retrieval
title_fullStr A Modeling Study of the Impact of the Sea Surface Temperature on the Backscattering Coefficient and Wind Field Retrieval
title_full_unstemmed A Modeling Study of the Impact of the Sea Surface Temperature on the Backscattering Coefficient and Wind Field Retrieval
title_sort modeling study of the impact of the sea surface temperature on the backscattering coefficient and wind field retrieval
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2020-01-01
description The sea surface temperature (SST) actively impacts the backscattering coefficient measured by scatterometers and the wind retrieval accuracy. However, none of the geophysical model functions (GMFs) currently used in operational wind retrieval considers the effect of the SST. With the HY-2A scatterometer as the research subject, this paper attempts to quantitatively analyze the effect of the SST on the backscattering coefficient for the first time and establish a new GMF by the Fourier series method (containing only cosine terms), which adopts the SST as the independent variable. The collocated Level 2A radar backscatter measurement data of the HY-2A scatterometer and the European Centre for Medium-Range Weather Forecasts (ECMWF) reanalysis wind data are used to build the new SST-dependent GMF that considers the influence of the SST in the model. The study indicates that the SST effects are wind speed dependent and more significant under vertical-vertical (VV) polarization. The backscattering coefficient increases with increasing SST in the wind speed range of 5-15 m/s. In addition, with increasing wind speed, the influence of the SST gradually decreases. Finally, the new GMF was applied to retrieve the ocean surface wind, which was compared to the conventional GMF to validate its performance. The experimental results indicate that the accuracy of wind field retrieval by the new GMF is considerably improved and the systematic deviation in the wind speed is effectively corrected. This study potentially contributes to a better understanding of the microwave backscattering behavior of the ocean surface and provides a way to further improve the wind retrieval accuracy of the HY-2A scatterometer as well as of other Ku-band scatterometers.
topic Fourier series
geophysical model function (GMF)
wind field retrieval
SST
url https://ieeexplore.ieee.org/document/9078117/
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