Editor(s): GMD topic editors | Coordinator: Peter Düben
Special issue jointly organized between Earth System Science Data and Geoscientific Model Development
11 Mar 2024
Improving the Latin America and Caribbean Soil Information System (SISLAC) database enhances its usability and scalability
Earth Syst. Sci. Data, 16, 1229–1246,
2024 28 Feb 2024
Towards variance-conserving reconstructions of climate indices with Gaussian process regression in an embedding space
Geosci. Model Dev., 17, 1765–1787,
2024 13 Sep 2023
Simulation model of Reactive Nitrogen Species in an Urban Atmosphere using a Deep Neural Network: RNDv1.0
Geosci. Model Dev., 16, 5251–5263,
2023 29 Aug 2023
A gridded air quality forecast through fusing site-available machine learning predictions from RFSML v1.0 and chemical transport model results from GEOS-Chem v13.1.0 using the ensemble Kalman filter
Geosci. Model Dev., 16, 4867–4882,
2023 10 Aug 2023
Automatic snow type classification of snow micropenetrometer profiles with machine learning algorithms
Geosci. Model Dev., 16, 4521–4550,
2023 27 Jul 2023
HR-GLDD: a globally distributed dataset using generalized deep learning (DL) for rapid landslide mapping on high-resolution (HR) satellite imagery
Earth Syst. Sci. Data, 15, 3283–3298,
2023 28 Jun 2023
The EUPPBench postprocessing benchmark dataset v1.0
Earth Syst. Sci. Data, 15, 2635–2653,
2023 23 May 2023
CLGAN: a generative adversarial network (GAN)-based video prediction model for precipitation nowcasting
Geosci. Model Dev., 16, 2737–2752,
2023 09 May 2023
ClinoformNet-1.0: stratigraphic forward modeling and deep learning for seismic clinoform delineation
Geosci. Model Dev., 16, 2495–2513,
2023 20 Apr 2023
| Highlight paper
Causal deep learning models for studying the Earth system
Geosci. Model Dev., 16, 2149–2166,
2023 24 Mar 2023
DL-RMD: a geophysically constrained electromagnetic resistivity model database (RMD) for deep learning (DL) applications
Earth Syst. Sci. Data, 15, 1389–1401,
2023 10 Jan 2023
A machine learning approach to address air quality changes during the COVID-19 lockdown in Buenos Aires, Argentina
Earth Syst. Sci. Data, 15, 189–209,
2023 20 Dec 2022
WaterBench-Iowa: a large-scale benchmark dataset for data-driven streamflow forecasting
Earth Syst. Sci. Data, 14, 5605–5616,
2022 13 Dec 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., 15, 8913–8930,
2022 13 Dec 2022
Temperature forecasting by deep learning methods
Geosci. Model Dev., 15, 8931–8956,
2022 24 Oct 2022
Development of a regional feature selection-based machine learning system (RFSML v1.0) for air pollution forecasting over China
Geosci. Model Dev., 15, 7791–7807,
2022 11 Oct 2022
Estimation of missing building height in OpenStreetMap data: a French case study using GeoClimate 0.0.1
Geosci. Model Dev., 15, 7505–7532,
2022 22 Sep 2022
Calving fronts and where to find them: a benchmark dataset and methodology for automatic glacier calving front extraction from synthetic aperture radar imagery
Earth Syst. Sci. Data, 14, 4287–4313,
2022 03 Jun 2022
Global, high-resolution mapping of tropospheric ozone – explainable machine learning and impact of uncertainties
Geosci. Model Dev., 15, 4331–4354,
2022 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 23 Feb 2022
| Highlight paper
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 24 Jun 2021
AQ-Bench: a benchmark dataset for machine learning on global air quality metrics
Earth Syst. Sci. Data, 13, 3013–3033,
2021