Benchmark datasets and machine learning algorithms for Earth system science data (ESSD/GMD inter-journal SI)(ESSD/GMD inter-journal SI)
Benchmark datasets and machine learning algorithms for Earth system science data (ESSD/GMD inter-journal SI)(ESSD/GMD inter-journal SI)
Editor(s): Martin Schultz, Amber Leeson, and David Carlson Special issue jointly organized between Earth System Science Data and Geoscientific Model Development More information

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13 Oct 2021
A machine learning approach to address air quality changes during the COVID-19 lockdown in Buenos Aires, Argentina
Melisa Diaz Resquin, Pablo Lichtig, Diego Alessandrello, Marcelo De Oto, Darío Gómez, Cristina Rössler, Paula Castesana, and Laura Dawidowski
Earth Syst. Sci. Data Discuss., https://doi.org/10.5194/essd-2021-318,https://doi.org/10.5194/essd-2021-318, 2021
Preprint under review for ESSD (discussion: open, 0 comments)
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12 Oct 2021
TimeSpec4LULC: A Global Deep Learning-driven Dataset of MODIS Terra-Aqua Multi-Spectral Time Series for LULC Mapping and Change Detection
Rohaifa Khaldi, Domingo Alcaraz-Segura, Emilio Guirado, Yassir Benhammou, Abdellatif El Afia, Francisco Herrera, and Siham Tabik
Earth Syst. Sci. Data Discuss., https://doi.org/10.5194/essd-2021-253,https://doi.org/10.5194/essd-2021-253, 2021
Preprint under review for ESSD (discussion: open, 0 comments)
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28 Sep 2021
EuLerian Identification of Ascending air Streams (ELIAS 2.0) in Numerical Weather Prediction and Climate Models. Part II: Model application to different data sets
Julian Francesco Quinting, Christian Michael Grams, Annika Oertel, and Moritz Pickl
Geosci. Model Dev. Discuss., https://doi.org/10.5194/gmd-2021-278,https://doi.org/10.5194/gmd-2021-278, 2021
Preprint under review for GMD (discussion: open, 0 comments)
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22 Sep 2021
EuLerian Identification of ascending Air Streams (ELIAS 2.0) in Numerical Weather Prediction and Climate Models. Part I: Development of deep learning model
Julian Francesco Quinting and Christian M. Grams
Geosci. Model Dev. Discuss., https://doi.org/10.5194/gmd-2021-276,https://doi.org/10.5194/gmd-2021-276, 2021
Preprint under review for GMD (discussion: open, 1 comment)
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27 Aug 2021
Model calibration using ESEm v1.0.0 – an open, scalable Earth System Emulator
Duncan Watson-Parris, Andrew Williams, Lucia Deaconu, and Philip Stier
Geosci. Model Dev. Discuss., https://doi.org/10.5194/gmd-2021-267,https://doi.org/10.5194/gmd-2021-267, 2021
Preprint under review for GMD (discussion: open, 2 comments)
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23 Aug 2021
An inventory of supraglacial lakes and channels across the West Antarctic Ice Sheet
Diarmuid Corr, Amber Leeson, Malcolm McMillan, Ce Zhang, and Thomas Barnes
Earth Syst. Sci. Data Discuss., https://doi.org/10.5194/essd-2021-257,https://doi.org/10.5194/essd-2021-257, 2021
Preprint under review for ESSD (discussion: open, 2 comments)
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19 Aug 2021
Using Neural Network Ensembles to Separate Biogeochemical and Physical Components in Earth System Models
Christopher Holder, Anand Gnanadesikan, and Marie Aude-Pradal
Geosci. Model Dev. Discuss., https://doi.org/10.5194/gmd-2021-167,https://doi.org/10.5194/gmd-2021-167, 2021
Preprint under review for GMD (discussion: open, 2 comments)
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24 Jun 2021
AQ-Bench: a benchmark dataset for machine learning on global air quality metrics
Clara Betancourt, Timo Stomberg, Ribana Roscher, Martin G. Schultz, and Scarlet Stadtler
Earth Syst. Sci. Data, 13, 3013–3033, https://doi.org/10.5194/essd-13-3013-2021,https://doi.org/10.5194/essd-13-3013-2021, 2021
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