ML4WX

Observations & remote sensing

Toward Physics-Informed Neural Networks for 3-D Multilayer Cloud Mask Reconstruction

Yiding Wang, Jie Gong, Dong L. Wu, Lei Ding

IEEE Transactions on Geoscience and Remote Sensing · · NASA

Paper

In one sentence. A physics-informed CloudMask loss improves deep networks that reconstruct 3D multilayer cloud masks from 2D satellite imagery over binary cross-entropy.

Labels

Topic
Observations & remote sensing, Explainability, uncertainty & physics
Type
New model or method
Method
Physics-informed / physics-constrained, CNN / U-Net
Domain
Global
Data
Satellite
Status
Research
Identifiers
DOI:10.1109/tgrs.2023.3329649 OpenAlex:W4388240334
Added
2026-10-22

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