Editor(s): GMD topical editors | Coordinator: Peter Düben
Special issue jointly organized between Earth System Science Data and Geoscientific Model Development
More information
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
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 13 Feb 2023
EnKF-based fusion of site-available machine learning air quality predictions from RFSML v1.0 and gridded chemical transport model forecasts from GEOS-Chem v13.1.0
Geosci. Model Dev. Discuss.,
2023Revised manuscript under review for GMD (discussion: final response, 4 comments)
12 Jan 2023
The EUPPBench postprocessing benchmark dataset v1.0
Earth Syst. Sci. Data Discuss.,
2023Revised manuscript accepted for ESSD (discussion: closed, 6 comments)
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 20 Dec 2022
A Comparison of Lossless Compression Algorithms for Altimeter Data
EGUsphere,
2022Preprint under review for GMD (discussion: final response, 9 comments)
13 Dec 2022
Temperature forecasting by deep learning methods
Geosci. Model Dev., 15, 8931–8956,
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 06 Dec 2022
Automatic classification and segmentation of Snow Micro Penetrometer profiles with machine learning algorithms
EGUsphere,
2022Preprint under review for GMD (discussion: final response, 6 comments)
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 17 Oct 2022
HR-GLDD: A globally distributed dataset using generalized DL for rapid landslide mapping on HR satellite imagery
Earth Syst. Sci. Data Discuss.,
2022Revised manuscript under review for ESSD (discussion: final response, 10 comments)
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 14 Sep 2022
Improving Latin American Soil Information Database for Digital Soil Mapping enhances its usability and scalability
Earth Syst. Sci. Data Discuss.,
2022Preprint under review for ESSD (discussion: final response, 4 comments)
03 Jun 2022
Global, high-resolution mapping of tropospheric ozone – explainable machine learning and impact of uncertainties
Geosci. Model Dev., 15, 4331–4354,
2022 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: final response, 3 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 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.,
2021Revised manuscript under review for GMD (discussion: final response, 4 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