Editor(s): GMD topical editors | Coordinator: Peter Düben
Special issue jointly organized between Earth System Science Data and Geoscientific Model Development
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03 Jun 2022
Global, high-resolution mapping of tropospheric ozone – explainable machine learning and impact of uncertainties
Geosci. Model Dev., 15, 4331–4354,
2022 17 May 2022
Causal deep learning models for studying the Earth system: soil moisture-precipitation coupling in ERA5 data across Europe
EGUsphere,
2022Preprint under review for GMD (discussion: open, 0 comments)
11 May 2022
Representing chemical history in ozone time-series predictions – a model experiment study building on the MLAir (v1.5) deep learning framework
Geosci. Model Dev. Discuss.,
2022Preprint under review for GMD (discussion: open, 1 comment)
02 May 2022
Calving Fronts and Where to Find Them: A Benchmark Dataset and Methodology for Automatic Glacier Calving Front Extraction from SAR Imagery
Earth Syst. Sci. Data Discuss.,
2022Preprint under review for ESSD (discussion: open, 4 comments)
20 Apr 2022
Estimation of missing building height in OpenStreetMap data: a French case study using GeoClimate 0.0.1
Geosci. Model Dev. Discuss.,
2022Preprint under review for GMD (discussion: open, 1 comment)
05 Apr 2022
Towards variance-conserving reconstructions of climate indices with Gaussian Process Regression in an embedding space
Geosci. Model Dev. Discuss.,
2022Preprint under review for GMD (discussion: open, 0 comments)
30 Mar 2022
TimeSpec4LULC: a global multispectral time series database for training LULC mapping models with machine learning
Earth Syst. Sci. Data, 14, 1377–1411,
2022 08 Mar 2022
Temperature forecasting by deep learning methods
Geosci. Model Dev. Discuss.,
2022Revised manuscript under review for GMD (discussion: final response, 7 comments)
02 Mar 2022
WaterBench: A Large-scale Benchmark Dataset for Data-Driven Streamflow Forecasting
Earth Syst. Sci. Data Discuss.,
2022Preprint under review for ESSD (discussion: open, 3 comments)
23 Feb 2022
Using neural network ensembles to separate ocean biogeochemical and physical drivers of phytoplankton biogeography in Earth system models
Geosci. Model Dev., 15, 1595–1617,
2022 27 Jan 2022
EuLerian Identification of ascending AirStreams (ELIAS 2.0) in numerical weather prediction and climate models – Part 1: Development of deep learning model
Geosci. Model Dev., 15, 715–730,
2022 27 Jan 2022
EuLerian Identification of ascending AirStreams (ELIAS 2.0) in numerical weather prediction and climate models – Part 2: Model application to different datasets
Geosci. Model Dev., 15, 731–744,
2022 24 Jan 2022
An inventory of supraglacial lakes and channels across the West Antarctic Ice Sheet
Earth Syst. Sci. Data, 14, 209–228,
2022 20 Dec 2021
Model calibration using ESEm v1.1.0 – an open, scalable Earth system emulator
Geosci. Model Dev., 14, 7659–7672,
2021 10 Dec 2021
Simulation Model of Reactive Nitrogen Species in an Urban Atmosphere using a Deep Neural Network: RND v1.0
Geosci. Model Dev. Discuss.,
2021Preprint under review for GMD (discussion: final response, 4 comments)
13 Oct 2021
A machine learning approach to address air quality changes during the COVID-19 lockdown in Buenos Aires, Argentina
Earth Syst. Sci. Data Discuss.,
2021Preprint under review for ESSD (discussion: final response, 2 comments)
24 Jun 2021
AQ-Bench: a benchmark dataset for machine learning on global air quality metrics
Earth Syst. Sci. Data, 13, 3013–3033,
2021