From 43585c20eeb433f337d8b5cc5d4b9ff62d383ef2 Mon Sep 17 00:00:00 2001 From: Juan Nathaniel <41767324+juannat7@users.noreply.github.com> Date: Tue, 11 Jul 2023 06:22:37 -0400 Subject: [PATCH] Update README.md with the latest manuscript DOI and link to final dataset --- README.md | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index da07903..4b03e8a 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,8 @@ # Metaflux +This repository contains the code that accompanies the paper `Nathaniel, J., Liu, J. & Gentine, P. MetaFlux: Meta-learning global carbon fluxes from sparse spatiotemporal observations. Sci Data 10, 440 (2023). https://doi.org/10.1038/s41597-023-02349-y`. + +The resulting dataset of global, high-resolution (0.25-degree), long-term (daily/monthly 2001-2021) gross primary production and ecosystem respiration are available in Zenodo at https://doi.org/10.5281/zenodo.7761881. + ## Introduction Meta-learning framework for climate sciences. Currently supports the following features: - Takes as input timeseries data (eg. FLUXNET eddy covariance stations) @@ -28,4 +32,4 @@ by learning key features in data-abundant regions and adapt them to fluxes in da 3. (experimental) `01c_with_encoder_pipeline`: adding context encoder to current classic metalearning model ![Encoder workflow](https://github.com/juannat7/metaflux/blob/main/docs/encoder_workflow.png) -![Meta inference with context encoder](https://github.com/juannat7/metaflux/blob/main/docs/gpp_encoder_infer.jpeg) \ No newline at end of file +![Meta inference with context encoder](https://github.com/juannat7/metaflux/blob/main/docs/gpp_encoder_infer.jpeg)