Detecting Ship-tracks
Studied for many decades now, ship-tracks are a classic example of aerosol-cloud interactions. These perturbations to cloud albedo by aerosol emitted from sh...
Projects
Samples of published and ongoing projects by the Climate Analytics Lab. Sort them by computational or Earth Science tags.
emulation, climatebench, model, machine learning, Earth science, ocean science, collaboration, climate modeling, differentiable, JAX, shallow-clouds, image-segmentation, satellite
Ship-track viewer
Easily browse all the ship-tracks detected in Watson-Parris et al. 2022 using our machine learning algorithm. Each track as an associated MODIS timestamp so ...
Pockets of Open Cells
Pockets of Open Cells (POCs) have been a source of interest since they were first described 15 years ago due to their complex nature and the importance of st...
JAX-GCM
A fully differentiable climate model for ML-enhanced climate science
GAIA Initiative
Harnessing AI to understand, forecast, and steward Earth’s complex systems
Climate model emulation
Large computer models requiring hundreds of input parameters, taking thousands of core-hours to run , and producing terabytes of output are ubiquitous in the...
ClimateBench
Unsupervised learning determines global marine eco-provinces