Machine Learning Improves Weather and Climate Models
Sign Up to like & getrecommendations! Published in 2020 at "Eos"
DOI: 10.1029/2020eo142422
Abstract: New research evaluates the performance of generative adversarial networks for stochastic parameterizations. read more here.
Keywords: machine learning; learning improves; weather climate; improves weather ... See more keywords
Deep Learning Improves Global Satellite Observations of Ocean Eddy Dynamics
Sign Up to like & getrecommendations! Published in 2024 at "Geophysical Research Letters"
DOI: 10.1029/2024gl110059
Abstract: Ocean eddies affect large‐scale circulation and induce a kinetic energy cascade through their non‐linear interactions. However, since global observations of eddy dynamics come from satellite altimetry maps that smooth eddies and distort their geometry, the… read more here.
Keywords: deep learning; eddy dynamics; global satellite; improves global ... See more keywords
Deep learning improves prediction of CRISPR–Cpf1 guide RNA activity
Sign Up to like & getrecommendations! Published in 2018 at "Nature Biotechnology"
DOI: 10.1038/nbt.4061
Abstract: We present two algorithms to predict the activity of AsCpf1 guide RNAs. Indel frequencies for 15,000 target sequences were used in a deep-learning framework based on a convolutional neural network to train Seq-deepCpf1. We then… read more here.
Keywords: prediction crispr; learning improves; crispr cpf1; deep learning ... See more keywords
Deep Learning Improves Contrast in Low-Fluence Photoacoustic Imaging
Sign Up to like & getrecommendations! Published in 2020 at "Biomedical optics express"
DOI: 10.1364/boe.395683
Abstract: Low fluence illumination sources can facilitate clinical transition of photoacoustic imaging because they are rugged, portable, affordable, and safe. However, these sources also decrease image quality due to their low fluence. Here, we propose a… read more here.
Keywords: learning improves; photoacoustic imaging; deep learning; improves contrast ... See more keywords