Abstract

With the improvement in microwave radar technology, spaceborne synthetic aperture radar (SAR) is widely used to observe the tropical cyclone (TC) wind field. Based on European Space Agency Sentinel-1 Interferometric Wide swath (IW) mode imagery, this paper evaluates the correlation between vertical transmitting–horizontal receiving (VH) polarization signals and extreme ocean surface wind speeds (>40 m/s) under strong TC conditions. A geophysical model function (GMF) Sentinel-1 IW mode wind retrieval model after noise removal (S1IW.NR) was proposed, according to the SAR images of nine TCs and collocated stepped frequency microwave radiometer (SFMR) and soil moisture active passive (SMAP) radiometer wind speed measurements. Through curve fitting and regression correction, the new GMF exploits the relationships between VH-polarization normalized radar cross section, incident angle, and wind speed in each sub-swath and covers wind speeds up to 74 m/s. Based on collocated SAR and SFMR measurements of four TCs, the new GMF was validated in the wind speed range from 2 to 53 m/s. Results show that the correlation coefficient, bias, and root mean squared error were 0.89, −0.89 m/s, and 4.13 m/s, respectively, indicating that extreme winds can be retrieved accurately by the new model. In addition, we investigated the relationship between the S1IW.NR wind retrieval bias and the SFMR-measured rain rate. The S1IW.NR model tended to overestimate wind speeds under high rain rates.

Highlights

  • Spaceborne synthetic aperture radar (SAR) has the capability of acquiring backscatter from the ocean surface at day and night with high spatial resolution

  • Geophysical model function (GMF), which plays an important role in connecting the microwave normalized radar cross section (NRCS) with ocean surface wind speed, has been widely used for wind speed retrieval from co-polarization (i.e., vertical transmitting–vertical receiving (VV) polarization and horizontal transmitting–horizontal receiving (HH) polarization) and cross-polarization (i.e., vertical transmitting–horizontal receiving (VH) polarization and horizontal transmitting–vertical receiving (HV) polarization) channels of SAR

  • SAR images were resampled at resolutions of 1 km and 25 km, which were comparable to the stepped frequency microwave radiometer (SFMR) and soil moisture active passive (SMAP) observations, respectively

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Summary

Introduction

Spaceborne synthetic aperture radar (SAR) has the capability of acquiring backscatter from the ocean surface at day and night with high spatial resolution. Many empirical cross-polarization GMFs have been developed statistically based on Radarsat-2 or Sentinel-1 imagery [14,15,16,17] Using these models, TC wind speed field can be retrieved without the requirement of wind direction input. Sentinel-1 IW mode VH-polarization images of 12 TCs and their collocated wind measurements from SFMR and SMAP were used to establish and validate a new GMF. This GMF is sub-swath-based and relates VH NRCS to ocean surface wind speeds up to 74 m/s and incident angles between 31◦ and 46◦.

Sentinel-1 IW Mode VH-Polarization Data
SFMR Wind Speed and Rainfall Measurements
SMAP Wind Speed Measurements
Data Collocation
Comparison
Validation and Comparison Results
30 August
Discussion
Findings
Conclusions
Full Text
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