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  • Article
  • Open Access
10 Citations
3,462 Views
21 Pages

30 August 2023

A synthetic aperture radar (SAR) has the capability to observe ocean surface winds with a high spatial resolution, even under extreme conditions. The purpose of this work was to develop a new method for wind speed retrieval with the combination of SA...

(This article belongs to the Special Issue Advances in the Ocean Surface Dynamics: Ocean Waves, Wind, and Air-Sea Interaction - in Memory of Professor Shengchang Wen)
  • Letter
  • Open Access
6 Citations
5,148 Views
14 Pages

Ocean Surface Wind Speed Retrieval Using Simulated RADARSAT Constellation Mission Compact Polarimetry SAR Data

  • He Fang,
  • William Perrie,
  • Guosheng Zhang,
  • Tao Xie,
  • Shahid Khurshid,
  • Kerri Warner,
  • Jingsong Yang and
  • Yijun He

10 August 2019

We investigated the use of C-band RADARSAT Constellation Mission (RCM) synthetic aperture radar (SAR) for retrieval of ocean surface wind speeds by using four new channels (right circular transmit, vertical receive (RV); right circular transmit, hori...

(This article belongs to the Special Issue Synergy of Remote Sensing and Modelling Techniques for Ocean Studies)
  • Article
  • Open Access
23 Citations
6,181 Views
21 Pages

Comparison of C-Band Quad-Polarization Synthetic Aperture Radar Wind Retrieval Models

  • He Fang,
  • Tao Xie,
  • William Perrie,
  • Guosheng Zhang,
  • Jingsong Yang and
  • Yijun He

11 September 2018

This work discusses the accuracy of C-2PO (C-band cross-polarized ocean backscatter) and CMOD4 (C-band model) geophysical model functions (GMF) for sea surface wind speed retrieval from satellite-born Synthetic Aperture Radar (SAR) images over in the...

(This article belongs to the Special Issue Sea Surface Roughness Observed by High Resolution Radar)
  • Article
  • Open Access
24 Citations
5,302 Views
18 Pages

22 November 2019

Spaceborne Global Navigation Satellite Systems-Reflectometry (GNSS-R) can estimate the geophysical parameters by receiving Earth’s surface reflected signals. The CYclone Global Navigation Satellite System (CYGNSS) mission with eight microsatell...

(This article belongs to the Special Issue Satellite Derived Global Ocean Product Validation/Evaluation)
  • Article
  • Open Access
11 Citations
3,887 Views
18 Pages

20 August 2020

The Global Navigation Satellite System (GNSS) has become a valuable resource as a remote sensing technique. In the past decade, the use of reflected GNSS signals for sensing the Earth, also known as GNSS reflectometry (GNSS-R), has grown rapidly. On...

(This article belongs to the Special Issue Applications of GNSS Reflectometry for Earth Observation)
  • Article
  • Open Access
15 Citations
3,660 Views
29 Pages

25 May 2023

In this paper, a method for joint sea surface rainfall intensity (RI), wind speed, and wave height retrieval based on spaceborne global navigation satellite system reflectometry (GNSS-R) data is proposed, which especially considers the effects betwee...

(This article belongs to the Special Issue GNSS Advanced Positioning Algorithms and Innovative Applications)
  • Article
  • Open Access
4 Citations
4,030 Views
19 Pages

21 September 2023

The ocean surface current influences the roughness of the sea surface, subsequently affecting the scatterometer’s measurement of wind speed. In this study, the effect of surface currents on ASCAT-retrieved winds is investigated based on in-situ...

(This article belongs to the Special Issue Advances in the Ocean Surface Dynamics: Ocean Waves, Wind, and Air-Sea Interaction - in Memory of Professor Shengchang Wen)
  • Article
  • Open Access
8 Citations
10,039 Views
16 Pages

A Non-MLE Approach for Satellite Scatterometer Wind Vector Retrievals in Tropical Cyclones

  • Suleiman Alsweiss,
  • Rafik Hanna,
  • Peth Laupattarakasem,
  • W. Linwood Jones,
  • Christopher C. Hennon and
  • Ruiyao Chen

5 May 2014

Satellite microwave scatterometers are the principal source of global synoptic-scale ocean vector wind (OVW) measurements for a number of scientific and operational oceanic wind applications. However, for extreme wind events such as tropical cyclone...

  • Article
  • Open Access
20 Citations
6,782 Views
24 Pages

The first Chinese operational Ku-band scatterometer on board Haiyang-2A (HY-2A), launched in August 2011, is designed for monitoring the global ocean surface wind. This study estimates the quality of the near-real-time (NRT) retrieval wind speed and...

  • Article
  • Open Access
17 Citations
7,761 Views
13 Pages

15 December 2017

A total of 168 fully polarimetric synthetic-aperture radar (SAR) images are selected together with the buoy measurements of ocean surface wind fields and high-frequency radar measurements of ocean surface currents. Our objective is to investigate the...

(This article belongs to the Special Issue Ocean Surface Currents: Progress in Remote Sensing and Validation)
  • Article
  • Open Access
27 Citations
5,141 Views
25 Pages

2 July 2018

Ocean surface wind and current are essential ocean dynamic environment and climate variables, and simultaneous observations at high resolution have attracted considerable interest. The study on surface wind and current will improve our knowledge of e...

(This article belongs to the Special Issue Ocean Surface Currents: Progress in Remote Sensing and Validation)
  • Article
  • Open Access
5 Citations
4,891 Views
16 Pages

24 December 2023

A U-Net algorithm was used to retrieve surface pressure and wind speed over the ocean within tropical cyclones (TCs) and their neighboring areas using NOAA-20 Advanced Technology Microwave Sounder (ATMS) reprocessed Sensor Data Record (SDR) brightnes...

(This article belongs to the Special Issue Advances in Remote Sensing and Atmospheric Optics)
  • Article
  • Open Access
36 Citations
6,456 Views
23 Pages

22 April 2021

The measurement of ocean surface wind speeds in precipitation from satellite microwave radiometers is a challenging task. Rain attenuates the signal that is emitted from the ocean surface. Moreover, the rain and wind signals are very similar, which m...

(This article belongs to the Special Issue Remote Sensing of Ocean Surface Winds)
  • Article
  • Open Access
1 Citations
1,607 Views
29 Pages

Wind Field Retrieval from Fengyun-3E Radar Based on a Backpropagation Neural Network

  • Zhengxuan Zhao,
  • Fang Pang,
  • George P. Petropoulos,
  • Yansong Bao,
  • Qing Xiao,
  • Yuanyuan Wang,
  • Shiqi Li,
  • Wanyue Gao and
  • Tianhao Wang

14 August 2025

Ocean surface wind fields are crucial for marine environmental research and applications in weather forecasting, ocean disaster monitoring, and climate change studies. However, traditional wind retrieval methods often struggle with modeling complexit...

  • Article
  • Open Access
19 Citations
5,233 Views
16 Pages

A Neural Network Method for Retrieving Sea Surface Wind Speed for C-Band SAR

  • Peng Yu,
  • Wenxiang Xu,
  • Xiaojing Zhong,
  • Johnny A. Johannessen,
  • Xiao-Hai Yan,
  • Xupu Geng,
  • Yuanrong He and
  • Wenfang Lu

8 May 2022

Based on the Ocean Projection and Extension neural Network (OPEN) method, a novel approach is proposed to retrieve sea surface wind speed for C-band synthetic aperture radar (SAR). In order to prove the methodology with a robust dataset, five-year no...

(This article belongs to the Special Issue Synthetic Aperture Radar Observations of Marine Coastal Environments-II)
  • Article
  • Open Access
12 Citations
5,644 Views
18 Pages

Developing a Quality Index Associated with Rain for Hurricane Winds from SAR

  • Hui Shen,
  • Chana Seitz,
  • William Perrie,
  • Yijun He and
  • Mark Powell

10 November 2018

Differences in synthetic aperture radar (SAR)-retrieved hurricane wind speeds from co-polarization and cross-polarization measurements are found to be correlated with rain rate. A quality index is proposed for the SAR-retrieved wind speed product to...

(This article belongs to the Special Issue Sea Surface Roughness Observed by High Resolution Radar)
  • Article
  • Open Access
59 Citations
9,796 Views
25 Pages

Stepped Frequency Microwave Radiometer Wind-Speed Retrieval Improvements

  • Joseph W. Sapp,
  • Suleiman O. Alsweiss,
  • Zorana Jelenak,
  • Paul S. Chang and
  • James Carswell

22 January 2019

With the operational deployment of the Stepped Frequency Microwave Radiometer (SFMR), hurricane reconnaissance and research aircraft provide near real-time observations of the 10 m ocean-surface wind-speed both within and around tropical cyclon...

(This article belongs to the Special Issue Tropical Cyclones Remote Sensing and Data Assimilation)
  • Article
  • Open Access
1 Citations
2,215 Views
17 Pages

Deep Learning-Based Wind Speed Retrieval from Sentinel-1 SAR Wave Mode Data

  • Ruixuan Sun,
  • Chen Wang,
  • Zhuhui Jiang and
  • Xiaojuan Kong

11 September 2025

Sea surface wind has been listed as an essential climate variable, playing crucial roles in regulating the global and regional weather and climate. Spaceborne synthetic aperture radar (SAR) has demonstrated the advantages in observing the wind field...

(This article belongs to the Special Issue Application of Remote Sensing Technology in Marine and Water Resources Observation)
  • Article
  • Open Access
43 Citations
5,835 Views
26 Pages

18 January 2023

Spaceborne Global Navigation Satellite System Reflectometry (GNSS-R) is a new remote sensing technology that uses GNSS signals reflected from the Earth’s surface to estimate geophysical parameters. Because of its unique advantages such as high...

(This article belongs to the Special Issue GNSS-R Earth Remote Sensing from SmallSats)
  • Article
  • Open Access
5 Citations
3,471 Views
18 Pages

9 April 2023

This study presents an approach for friction velocity and aerodynamic drag coefficient retrieval utilizing C-band VH SAR observations from Sentinel-1. The dataset contained 14 SAR images collected under six hurricane scenes co-analyzed with stepped f...

(This article belongs to the Special Issue Remote Sensing of Wave Fields under Extreme Weather Conditions (in Tropical and Extra-Tropical Cyclones and Polar Lows))
  • Article
  • Open Access
14 Citations
7,190 Views
17 Pages

Sea Surface Wind Retrievals from SIR-C/X-SAR Data: A Revisit

  • Yongzheng Ren,
  • Xiao-Ming Li and
  • Guoqing Zhou

26 March 2015

The Geophysical Model Function (GMF) XMOD1 provides a linear algorithm for sea surface wind field retrievals for the Spaceborne Imaging Radar-C/X-band Synthetic Aperture Radar (SIR-C/X-SAR). However, the relationship between the normalized radar cros...

  • Article
  • Open Access
5 Citations
2,359 Views
17 Pages

NRCS Recalibration and Wind Speed Retrieval for SWOT KaRIn Radar Data

  • Lin Ren,
  • Xiao Dong,
  • Limin Cui,
  • Jingsong Yang,
  • Yi Zhang,
  • Peng Chen,
  • Gang Zheng and
  • Lizhang Zhou

22 August 2024

In this study, wind speed sensitivity and calibration bias were first determined for Surface Water and Ocean Topography (SWOT) satellite Ka-band Radar Interferometer (KaRIn) Normalized Radar Backscatter Cross Section (NRCS) data at VV and HH polariza...

(This article belongs to the Special Issue Applications of Remote Sensing in Oceanography: Prospects and Challenges II)
  • Article
  • Open Access
14 Citations
4,633 Views
19 Pages

23 July 2021

The spaceborne synthetic aperture radar (SAR) is an effective tool to observe tropical cyclone (TC) wind fields at very high spatial resolutions. TC wind speeds can be retrieved from cross-polarization signals without wind direction inputs. This pape...

(This article belongs to the Special Issue Added-Value SAR Products for the Observation of Coastal Areas)
  • Article
  • Open Access
13 Citations
6,756 Views
20 Pages

Hurricane Wind Speed Estimation Using WindSat 6 and 10 GHz Brightness Temperatures

  • Lei Zhang,
  • Xiao-bin Yin,
  • Han-qing Shi and
  • Zhen-zhan Wang

31 August 2016

The realistic and accurate estimation of hurricane intensity is highly desired in many scientific and operational applications. With the advance of passive microwave polarimetry, an alternative opportunity for retrieving wind speed in hurricanes has...

  • Article
  • Open Access
2,927 Views
26 Pages

12 May 2022

Under low to medium wind speeds and no rainfall, the retrieved vector wind from a scatterometer is accurate and reliable. However, under high wind conditions, the currently used geophysical model function (GMF), such as NSCAT-2, for wind vector retri...

(This article belongs to the Special Issue High Winds and High Seas)
  • Article
  • Open Access
6 Citations
3,265 Views
19 Pages

21 May 2020

The backscattering coefficients measured by Ku-band scatterometers are strongly affected by rainfall, resulting in a systematic error in sea surface wind field retrieval. In rainy conditions, the radar signals are subject to absorption by the raindro...

(This article belongs to the Section Ocean Remote Sensing)
  • Article
  • Open Access
5 Citations
3,106 Views
14 Pages

A method has been developed for the retrieval of the atmospheric boundary layer parameters in tropical cyclones, namely the dynamic speed, the wind speed at a 10 m height, and the roughness parameter. For the analysis, the wind speed profiles were ob...

(This article belongs to the Special Issue Satellite Monitoring of Ocean)
  • Article
  • Open Access
374 Views
31 Pages

27 July 2026

Marine litter accumulation in aquatic ecosystems presents a dire problem for marine life and the human ecosystem. The presence of algae on the ocean surface can alter its response to wind-driven roughening. This alteration is the basis for a new meth...

  • Article
  • Open Access
314 Views
21 Pages

12 August 2026

HY–4A is China’s first ocean salinity remote-sensing satellite, launched into orbit in November 2024 and currently in operational service. The LASMR (L-Band Aperture Synthesis Microwave Radiometer) is the L-band synthetic aperture radiome...

(This article belongs to the Section Ocean and Global Climate)
  • Article
  • Open Access
1 Citations
2,693 Views
16 Pages

Influence of Residual Amplitude and Phase Error for GF-3 Quad-Polarization SAR on Wind Vector Retrieval

  • Xiaochen Wang,
  • Yuxin Hu,
  • Bing Han,
  • Xinzhe Yuan,
  • Junxin Yang and
  • Jitong Duan

16 March 2022

High-resolution wind vector is important to investigate local winds’ variability over the global ocean. Quad-polarization Synthetic Aperture Radar (SAR) can provide wind vector independently without any external wind direction inputs. Although quad-p...

(This article belongs to the Special Issue Remote Sensing of the Aquatic Environments-Part II)
  • Article
  • Open Access
2 Citations
1,325 Views
18 Pages

Simulation Study of the Effect of Multi-Angle ATI-SAR on Sea Surface Current Retrieval Accuracy

  • Jiabao Chen,
  • Xiangying Miao,
  • Yong Wan,
  • Jiahui Zhang and
  • Hongli Miao

8 October 2025

This study investigates the effects of multi-angle along-track interferometric synthetic aperture radar (ATI-SAR) observations on the accuracy of sea surface current retrieval. Utilizing a high-fidelity, full-link SAR ocean simulator, this study syst...

  • Communication
  • Open Access
7 Citations
3,301 Views
11 Pages

9 November 2021

The spaceborne synthetic aperture radar (SAR) cross-polarization signal remains sensitive to sea surface wind speed with high signal-to-noise ratio under tropical cyclone (TC) conditions. It has the capability of observing TC intensity and size infor...

(This article belongs to the Special Issue Marine Disaster Monitoring Using Satellites)
  • Letter
  • Open Access
60 Citations
7,727 Views
12 Pages

GF-3 SAR Ocean Wind Retrieval: The First View and Preliminary Assessment

  • He Wang,
  • Jingsong Yang,
  • Alexis Mouche,
  • Weizeng Shao,
  • Jianhua Zhu,
  • Lin Ren and
  • Chunhua Xie

5 July 2017

Gaofen-3 (GF-3) is the first Chinese civil C-band synthetic aperture radar (SAR) launched on 10 August 2016 by the China Academy of Space Technology (CAST), which operates in 12 imaging modes with a fine spatial resolution up to 1 m. As one of the pr...

(This article belongs to the Special Issue Ocean Remote Sensing with Synthetic Aperture Radar)
  • Article
  • Open Access
1 Citations
2,478 Views
19 Pages

Ocean Surface Wind Field Retrieval Simultaneously Using SAR Backscatter and Doppler Shift Measurements

  • Yulei Xu,
  • Kangyu Zhang,
  • Liwei Jing,
  • Biao Zhang,
  • Shengren Fan and
  • He Fang

16 May 2025

Sea surface wind retrieval methods using synthetic aperture radar (SAR) are generally classified into two categories: the direct inversion method and the variational analysis method (VAM). Traditional VAM retrieves wind fields by integrating backgrou...

(This article belongs to the Special Issue Linking Marine Heatwaves/Cold-Spells, Eddies, and Sea Surface Features)
  • Article
  • Open Access
6 Citations
4,298 Views
26 Pages

18 February 2023

The Doppler shift of microwave radar sea surface echoes serves as the foundation for sea surface current field retrieval; it includes the shift caused by satellite platform motion, ocean waves, and sea surface currents. The Doppler shift caused by oc...

(This article belongs to the Special Issue Radar Signal Processing and Imaging for Ocean Remote Sensing)
  • Article
  • Open Access
46 Citations
9,520 Views
17 Pages

An Improved Spectrum Model for Sea Surface Radar Backscattering at L-Band

  • Yanlei Du,
  • Xiaofeng Yang,
  • Kun-Shan Chen,
  • Wentao Ma and
  • Ziwei Li

29 July 2017

L-band active microwave remote sensing is one of the most important technical methods of ocean environmental monitoring and dynamic parameter retrieval. Recently, a unique negative upwind-crosswind (NUC) asymmetry of L-band ocean backscatter over a l...

(This article belongs to the Special Issue Ocean Radar)
  • Article
  • Open Access
2 Citations
2,323 Views
17 Pages

30 July 2023

Measurements of grazing angle GNSS-R ocean reflections combined with meteorological troposphere data are used for retrieval of ocean wave heights and surface roughness parameters. The observational results are compared to multiphase screen simulation...

  • Article
  • Open Access
21 Citations
5,031 Views
17 Pages

Neural Network Based Quality Control of CYGNSS Wind Retrieval

  • Rajeswari Balasubramaniam and
  • Christopher Ruf

3 September 2020

Global Navigation Satellite System – Reflectometry (GNSS-R) is a relatively new field in remote sensing that uses reflected GPS signals from the Earth’s surface to study the state of the surface geophysical parameters under observation. T...

(This article belongs to the Special Issue Applications of GNSS Reflectometry for Earth Observation)
  • Article
  • Open Access
6 Citations
3,660 Views
16 Pages

20 June 2019

The Global Navigation Satellite System Reflectometry (GNSS-R) technique exploits the characteristics of reflected GNSS signals to estimate the geophysical parameters of the earth’s surface. This paper focuses on investigating the wind speed retrieval...

(This article belongs to the Section Remote Sensors)
  • Article
  • Open Access
388 Views
22 Pages

An Adaptive Wet Tropospheric Correction Method Using a Spaceborne Microwave Radiometer

  • Xiaomeng Zheng,
  • Yuhang Li,
  • Jin Zhao,
  • Jieying He and
  • Dehai Zhang

7 July 2026

High-precision WTC is essential for satellite altimetry and ocean dynamic environment monitoring. Existing WTC approaches often rely on globally unified statistical frameworks, which inadequately represent wind-speed-dependent nonlinear sea-surface m...

(This article belongs to the Special Issue Microwave Remote Sensing on Ocean Observation)
  • Article
  • Open Access
2 Citations
1,047 Views
25 Pages

4 December 2025

Sea surface wind speed is a crucial parameter for studying climate change and ocean dynamics. Accurate, real-time measurements are essential for meteorological and oceanographic observations. Global Navigation Satellite System Reflectometry (GNSS-R)...

(This article belongs to the Section Physical Oceanography)
  • Technical Note
  • Open Access
41 Citations
5,911 Views
14 Pages

Extreme Wind Speeds Retrieval Using Sentinel-1 IW Mode SAR Data

  • Yuan Gao,
  • Jian Sun,
  • Jie Zhang and
  • Changlong Guan

11 May 2021

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...

(This article belongs to the Special Issue High Winds and High Seas)
  • Article
  • Open Access
9 Citations
3,484 Views
17 Pages

13 May 2022

We present a new approach, based on a multi-parameter back-propagation neural network (BPNN) model, to simultaneously retrieve sea surface wind speed, sea surface temperature, near-surface air temperature, and dewpoint temperature over the global oce...

(This article belongs to the Special Issue Remote Sensing of the Sea Surface and the Upper Ocean)
  • Article
  • Open Access
18 Citations
4,304 Views
20 Pages

14 April 2020

The National Aeronautics and Space Administration (NASA) Cyclone Global Navigation Satellite System (CYGNSS) mission was launched in December 2016. CYGNSS provides ocean surface wind speed retrieval along specular reflection tracks at an interval res...

(This article belongs to the Special Issue GPS/GNSS for Earth Science and Applications)
  • Article
  • Open Access
3 Citations
3,739 Views
20 Pages

29 May 2021

This paper deals with the validation of rain rate and wind speed measurements from the High-Altitude Wind and Rain Airborne Profiler (HIWRAP), which occurred in September 2013 when the NASA Global Hawk unmanned aerial vehicle passed over an ocean rai...

  • Article
  • Open Access
164 Citations
13,834 Views
25 Pages

15 July 2018

The Aquarius end-of-mission (Version 5) salinity data set was released in December 2017. This article gives a comprehensive overview of the main steps of the Level 2 salinity retrieval algorithm. In particular, we will discuss the corrections for win...

(This article belongs to the Special Issue Sea Surface Salinity Remote Sensing)
  • Article
  • Open Access
50 Citations
8,163 Views
17 Pages

An Improved Local Gradient Method for Sea Surface Wind Direction Retrieval from SAR Imagery

  • Lizhang Zhou,
  • Gang Zheng,
  • Xiaofeng Li,
  • Jingsong Yang,
  • Lin Ren,
  • Peng Chen,
  • Huaguo Zhang and
  • Xiulin Lou

30 June 2017

Sea surface wind affects the fluxes of energy, mass and momentum between the atmosphere and ocean, and therefore regional and global weather and climate. With various satellite microwave sensors, sea surface wind can be measured with large spatial co...

(This article belongs to the Special Issue Ocean Remote Sensing with Synthetic Aperture Radar)
  • Article
  • Open Access
11 Citations
3,630 Views
15 Pages

30 June 2023

While many studies have been conducted regarding wind-driven Ka-band scattering on the ocean and sea surfaces, few have identified the impacts of Ka-band scattering on small inland water bodies, and fewer have identified the influence of wind on cohe...

  • Article
  • Open Access
2 Citations
2,351 Views
26 Pages

Performance of the Earth Explorer 11 SeaSTAR Mission Candidate for Simultaneous Retrieval of Total Surface Current and Wind Vectors

  • Adrien C. H. Martin,
  • Christine P. Gommenginger,
  • Daria Andrievskaia,
  • Petronilo Martin-Iglesias and
  • Alejandro Egido

24 September 2024

Interactions between ocean surface currents, winds and waves at the atmosphere-ocean interface are key controls of lateral and vertical exchanges of water, heat, carbon, gases and nutrients in the global Earth System. The SeaSTAR satellite mission co...

(This article belongs to the Special Issue Editorial Board Members’ Collection Series — Recent Advances in Ocean Radar)
  • Article
  • Open Access
6 Citations
2,832 Views
15 Pages

QuikSCAT Climatological Data Record: Land Contamination Flagging and Correction

  • Alexander G. Fore,
  • Bryan W. Stiles,
  • Paul Ted Strub and
  • Richard D. West

23 May 2022

We develop, utilize, and validate techniques to produce a global data set of accurate coastal ocean surface vector winds. The dataset extends as near to the coast as 5 km and includes 10 years of SeaWinds on QuikSCAT ocean scatterometer data obtained...

(This article belongs to the Special Issue Remote Sensing of Ocean Surface Winds)

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