ML4WX

Nowcasting

Convective Initiation Nowcasting Over China From Fengyun-4A Measurements Based on TV-L 1 Optical Flow and BP_Adaboost Neural Network Algorithms

Fenglin Sun, Danyu Qin, Min Min, Bo Li, Fu Wang

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing · · China Meteorological Administration (CMA)

Paper

In one sentence. Nowcasts convective initiation 17-40 minutes ahead from FY-4A satellite data using optical flow and BP-AdaBoost, reaching detection probability 0.80 in South China.

Labels

Topic
Nowcasting, Extremes & hazards
Type
New model or method
Method
Classical ML (trees, GP, linear, kernels)
Time scale
0–6 h
Domain
Regional
Data
Satellite
Status
Research
Identifiers
DOI:10.1109/jstars.2019.2952976 OpenAlex:W2996757245
Added
2026-10-22

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