ML4WX

Extremes & hazards

Tropical Cyclone Intensity Estimation Using Deep Convolutional Neural Networks

Manil Maskey, Dan Cecil, Rahul Ramachandran, Jeffrey J. Miller

NASA STI Repository (National Aeronautics and Space Administration) · · NASA

PaperPDF

In one sentence. Deep CNNs estimate tropical cyclone intensity directly from infrared satellite imagery as an objective alternative to subjective Dvorak analysis.

Labels

Topic
Extremes & hazards, Observations & remote sensing
Type
New model or method
Method
CNN / U-Net
Time scale
0–6 h
Domain
Regional
Data
Satellite
Status
Research
Identifiers
OpenAlex:W2803678489
Added
2026-10-22

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