2 citations · 3 across the 4 of their papers we have counts for
5 papers
Assessment of cloud and associated radiation fields from a GAN stochastic cloud subcolumn generator
Dongmin Lee, Lazaros Oreopoulos, Nayeong Cho +1
Modern Earth System Models (ESMs) operate on horizontal scales far larger than typical cloud features, requiring stochastic subcolumn generators to represent subgrid horizontal and…
Towards a Climate OSSE Framework for Satellite Mission Design
Ann M. Fridlind, Gregory S. Elsaesser, Marcus van Lier-Walqui +24
The rich history of observing system simulation experiments (OSSEs) does not yet include a well-established framework for using climate models. The need for a climate OSSE is trigg…
Substantial Diel Changes of Cloud Adjustments to Aerosols in Ship-tracks
Tianle Yuan, Hua Song, Robert Wood +4
Human induced changes in atmospheric aerosols have introduced a climate forcing by modifying cloud droplet number concentration, liquid water, and cloud fraction. This forcing is s…
Global Reduction in Ship-tracks from Sulfur Regulations for Shipping Fuel
Tianle Yuan, Hua Song, Robert Wood +7
Ship-tracks are produced by ship-emitted aerosols interacting with marine low clouds. Here we apply deep learning models on satellite data to produce the first multi-year global cl…
A Deterministic Self-Organizing Map Approach and its Application on Satellite Data based Cloud Type Classification
Wenbin Zhang, Jianwu Wang, Daeho Jin +2
A self-organizing map (SOM) is a type of competitive artificial neural network, which projects the high-dimensional input space of the training samples into a low-dimensional space…