ML4WX

Extremes & hazards

Predicting Rapid Intensification in North Atlantic and Eastern North Pacific Tropical Cyclones Using a Convolutional Neural Network

Sarah M. Griffin, Anthony Wimmers, Christopher S. Velden

Weather and Forecasting ·

Paper

In one sentence. I-RI CNN uses satellite imagery and scalar features to predict tropical cyclone rapid intensification, beating operational guidance at 12- and 24-h leads in the Atlantic.

Labels

Topic
Extremes & hazards
Type
New model or method
Method
CNN / U-Net
Time scale
6 h–3 days
Domain
Regional
Data
Satellite
Status
Research
Identifiers
DOI:10.1175/waf-d-21-0194.1 OpenAlex:W4280638911
Added
2026-10-22

Labels and summary are generated by Claude and reviewed weekly. Wrong? Edit this entry.