ML4WX

Observations & remote sensing

Reconstruction of Cloud Vertical Structure With a Generative Adversarial Network

Jussi Leinonen, Alexandre Guillaume, Tianle Yuan

Geophysical Research Letters · · California Institute of Technology (Caltech), NASA

Paper

In one sentence. A conditional GAN reconstructs CloudSat-style cloud vertical structure from MODIS inputs, capturing multilayer clouds and providing uncertainty estimates.

Labels

Topic
Observations & remote sensing
Type
New model or method
Method
GAN or VAE
Domain
Global
Data
Satellite
Status
Research
Identifiers
DOI:10.1029/2019gl082532 OpenAlex:W2947589767
Added
2026-10-22

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