ML4WX

Observations & remote sensing

MF-ANN: A Novel Artificial Neural Network-Based Method for Ocean Wind Speed Retrieval on Spaceborne GNSS-R Signal

Heng Xie, Xing Cheng, Shanbao He, Yujie Li, Jingjing Pang, Shuaishuai Li

IEEE Transactions on Geoscience and Remote Sensing ·

Paper

In one sentence. MF-ANN retrieves ocean surface wind speed from CYGNSS GNSS-R data with feature selection and outlier filtering, cutting RMSE by 29% over a single ANN.

Labels

Topic
Observations & remote sensing
Type
New model or method
Method
Classical ML (trees, GP, linear, kernels)
Domain
Global
Data
Satellite, ERA5 / reanalysis
Status
Research
Identifiers
DOI:10.1109/tgrs.2023.3323679 OpenAlex:W4387546353
Added
2026-10-22

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