Wind Field Retrieval from Fengyun-3E Radar Based on a Backpropagation Neural Network
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 complexity and ambiguity due to the nonlinear nature of geo...
| Published in: | Remote Sensing |
|---|---|
| Main Authors: | Zhengxuan Zhao, Fang Pang, George P. Petropoulos, Yansong Bao, Qing Xiao, Yuanyuan Wang, Shiqi Li, Wanyue Gao, Tianhao Wang |
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2025-08-01
|
| Subjects: | |
| Online Access: | https://www.mdpi.com/2072-4292/17/16/2813 |
Similar Items
Assessment of Spatiotemporal Variations in Wind Field Measurements by the Chinese FengYun-3E Wind Radar Scatterometer
by: Yue He, et al.
Published: (2023-01-01)
by: Yue He, et al.
Published: (2023-01-01)
Temperature and Relative Humidity Profile Retrieval from Fengyun-3D/VASS in the Arctic Region Using Neural Networks
by: Jingjing Hu, et al.
Published: (2023-03-01)
by: Jingjing Hu, et al.
Published: (2023-03-01)
Precipitation Retrieval from Fengyun-3D Microwave Humidity and Temperature Sounder Data Using Machine Learning
by: Kangwen Liu, et al.
Published: (2022-02-01)
by: Kangwen Liu, et al.
Published: (2022-02-01)
An Investigation of the Fengyun-4A/B GIIRS Performance on Temperature and Humidity Retrievals
by: Sufeng Wang, et al.
Published: (2022-11-01)
by: Sufeng Wang, et al.
Published: (2022-11-01)
Temperature and Relative Humidity Profile Retrieval from Fengyun-3D/HIRAS in the Arctic Region
by: Jingjing Hu, et al.
Published: (2021-05-01)
by: Jingjing Hu, et al.
Published: (2021-05-01)
Evaluation of Temperature and Humidity Profiles Retrieved from Fengyun-4B and Implications for Typhoon Assimilation and Forecasting
by: Weiyu Yang, et al.
Published: (2023-11-01)
by: Weiyu Yang, et al.
Published: (2023-11-01)
Ultrahigh Resolution Scatterometer Winds near Hawaii
by: Nolan Hutchings, et al.
Published: (2020-02-01)
by: Nolan Hutchings, et al.
Published: (2020-02-01)
Comparison of C-Band Quad-Polarization Synthetic Aperture Radar Wind Retrieval Models
by: He Fang, et al.
Published: (2018-09-01)
by: He Fang, et al.
Published: (2018-09-01)
GNOS-II on Fengyun-3 Satellite Series: Exploration of Multi-GNSS Reflection Signals for Operational Applications
by: Yueqiang Sun, et al.
Published: (2023-12-01)
by: Yueqiang Sun, et al.
Published: (2023-12-01)
A Multi-Scale Fusion Deep Learning Approach for Wind Field Retrieval Based on Geostationary Satellite Imagery
by: Wei Zhang, et al.
Published: (2025-02-01)
by: Wei Zhang, et al.
Published: (2025-02-01)
Ocean Surface Wind Speed Dependence and Retrieval From Off‐Nadir CFOSAT SWIM Data
by: L. Ren, et al.
Published: (2021-06-01)
by: L. Ren, et al.
Published: (2021-06-01)
Wind Retrieval from Constellations of Small SAR Satellites: Potential for Offshore Wind Resource Assessment
by: Merete Badger, et al.
Published: (2023-04-01)
by: Merete Badger, et al.
Published: (2023-04-01)
Quality Assessment and Application Scenario Analysis of AGRI Land Aerosol Product from the Geostationary Satellite Fengyun-4B in China
by: Nan Wang, et al.
Published: (2024-08-01)
by: Nan Wang, et al.
Published: (2024-08-01)
First Results from the WindRAD Scatterometer on Board FY-3E: Data Analysis, Calibration and Wind Retrieval Evaluation
by: Zhen Li, et al.
Published: (2023-04-01)
by: Zhen Li, et al.
Published: (2023-04-01)
F2F-NN: A Field-to-Field Wind Speed Retrieval Method of Microwave Radiometer Data Based on Deep Learning
by: Xinjie Shi, et al.
Published: (2022-07-01)
by: Xinjie Shi, et al.
Published: (2022-07-01)
Retrieving Ocean Surface Wind Speeds in Real Time on Spaceborne GNSS-R Receivers: Algorithm and Validation
by: Tongsheng Qiu, et al.
Published: (2024-01-01)
by: Tongsheng Qiu, et al.
Published: (2024-01-01)
Comprehensive analysis of GEO-KOMPSAT-2A and FengYun satellite-based precipitation estimates across Northeast Asia
by: Gaohong Yin, et al.
Published: (2022-12-01)
by: Gaohong Yin, et al.
Published: (2022-12-01)
Variational Retrievals of High Winds Using Uncalibrated CyGNSS Observables
by: Estel Cardellach, et al.
Published: (2020-11-01)
by: Estel Cardellach, et al.
Published: (2020-11-01)
Precipitation Estimation Using FY-4B/AGRI Satellite Data Based on Random Forest
by: Yang Huang, et al.
Published: (2024-04-01)
by: Yang Huang, et al.
Published: (2024-04-01)
Fusion Retrieval of Sea Surface Barometric Pressure from the Microwave Humidity and Temperature Sounder and Microwave Temperature Sounder-II Onboard the Fengyun-3 Satellite
by: Qiurui He, et al.
Published: (2022-01-01)
by: Qiurui He, et al.
Published: (2022-01-01)
Improving Tornado Intensity Prediction by Assimilating Radar-Retrieved Vortex Winds After Vortex Relocation
by: Qin Xu, et al.
Published: (2024-12-01)
by: Qin Xu, et al.
Published: (2024-12-01)
Comparison of Geophysical Model Functions for SAR Wind Speed Retrieval in Japanese Coastal Waters
by: Merete Badger, et al.
Published: (2013-04-01)
by: Merete Badger, et al.
Published: (2013-04-01)
Analysis of the Combined Three-dimensional Wind Field Retrieved by Radar and Reanalysis Wind Field based on Optimum Interpolation Technique
by: Songyu HAN, et al.
Published: (2025-06-01)
by: Songyu HAN, et al.
Published: (2025-06-01)
Deep Learning-Based Radar Composite Reflectivity Factor Estimations from Fengyun-4A Geostationary Satellite Observations
by: Fenglin Sun, et al.
Published: (2021-06-01)
by: Fenglin Sun, et al.
Published: (2021-06-01)
A New Retrieval of Sun-Induced Chlorophyll Fluorescence in Water from Ocean Colour Measurements Applied on OLCI L-1b and L-2
by: Lena Kritten, et al.
Published: (2020-12-01)
by: Lena Kritten, et al.
Published: (2020-12-01)
Hybrid CNN-LSTM Deep Learning for Track-Wise GNSS-R Ocean Wind Speed Retrieval
by: Sima Arabi, et al.
Published: (2023-08-01)
by: Sima Arabi, et al.
Published: (2023-08-01)
Offshore Wind Resources Assessment from Multiple Satellite Data and WRF Modeling over South China Sea
by: Rui Chang, et al.
Published: (2015-01-01)
by: Rui Chang, et al.
Published: (2015-01-01)
Wind Field Verification for Array Weather Radar at Changsha Airport
by: Li Yu, et al.
Published: (2020-11-01)
by: Li Yu, et al.
Published: (2020-11-01)
NRCS Recalibration and Wind Speed Retrieval for SWOT KaRIn Radar Data
by: Lin Ren, et al.
Published: (2024-08-01)
by: Lin Ren, et al.
Published: (2024-08-01)
Evaluation of the effect of satellite motion on GNSS-R wind speed retrieval: insights from TRITON
by: Ming-Yi Chen, et al.
Published: (2025-07-01)
by: Ming-Yi Chen, et al.
Published: (2025-07-01)
STARNet: A Deep‐Learning Algorithm for Surface Shortwave Radiation Retrieval From Fengyun‐4A
by: Mengmeng Song, et al.
Published: (2025-07-01)
by: Mengmeng Song, et al.
Published: (2025-07-01)
South Asian High Identification and Rainstorm Monitoring Using Fengyun-4-Derived Atmospheric Motion Vectors
by: Suling Ren, et al.
Published: (2023-10-01)
by: Suling Ren, et al.
Published: (2023-10-01)
First Spaceborne Version of Velocity-Azimuth Display Technique for Wind Field Retrieval on Cloud and Precipitation Radar
by: Yuexia Wang, et al.
Published: (2020-10-01)
by: Yuexia Wang, et al.
Published: (2020-10-01)
Assimilation of Hyperspectral Infrared Atmospheric Sounder Data of FengYun-3E Satellite and Assessment of Its Impact on Analyses and Forecasts
by: Ruixia Liu, et al.
Published: (2024-03-01)
by: Ruixia Liu, et al.
Published: (2024-03-01)
FENGYUN-4A Advanced Geosynchronous Radiation Imager Layered Precipitable Water Vapor Products’ Comprehensive Evaluation Based on Quality Control System
by: Yong Zhang, et al.
Published: (2022-02-01)
by: Yong Zhang, et al.
Published: (2022-02-01)
A Study on the Retrieval of Ozone Profiles Using FY-3D/HIRAS Infrared Hyperspectral Data
by: Mengzhen Xie, et al.
Published: (2023-02-01)
by: Mengzhen Xie, et al.
Published: (2023-02-01)
Global evaluation of Fengyun-3 MERSI dark target aerosol retrievals over land
by: Leiku Yang, et al.
Published: (2024-12-01)
by: Leiku Yang, et al.
Published: (2024-12-01)
Application of Multiple Wind Retrieval Algorithms in Nowcasting
by: Nan Li, et al.
Published: (2015-06-01)
by: Nan Li, et al.
Published: (2015-06-01)
Preliminary Observations from the China Fengyun-4A Lightning Mapping Imager and Its Optical Radiation Characteristics
by: Wen Hui, et al.
Published: (2020-08-01)
by: Wen Hui, et al.
Published: (2020-08-01)
Deep Learning for Near-Surface Air Temperature Estimation From FengYun 4A Satellite Data
by: Shanmin Yang, et al.
Published: (2024-01-01)
by: Shanmin Yang, et al.
Published: (2024-01-01)
Similar Items
-
Assessment of Spatiotemporal Variations in Wind Field Measurements by the Chinese FengYun-3E Wind Radar Scatterometer
by: Yue He, et al.
Published: (2023-01-01) -
Temperature and Relative Humidity Profile Retrieval from Fengyun-3D/VASS in the Arctic Region Using Neural Networks
by: Jingjing Hu, et al.
Published: (2023-03-01) -
Precipitation Retrieval from Fengyun-3D Microwave Humidity and Temperature Sounder Data Using Machine Learning
by: Kangwen Liu, et al.
Published: (2022-02-01) -
An Investigation of the Fengyun-4A/B GIIRS Performance on Temperature and Humidity Retrievals
by: Sufeng Wang, et al.
Published: (2022-11-01) -
Temperature and Relative Humidity Profile Retrieval from Fengyun-3D/HIRAS in the Arctic Region
by: Jingjing Hu, et al.
Published: (2021-05-01)
