ESDE Publication list
Journal Article
Mantik: A Workflow Platform for the Development of Artificial Intelligence on High-Performance Computing Infrastructures
The journal of open source software 9(98), 6136 (2024) [10.21105/joss.06136]
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Contribution to a conference proceedings
A Benchmark Dataset for Meteorological Downscaling
International Conference on Learning Representations, ICLR 2024, ViennaVienna, Austria, 7 May 2024 - 11 May 2024
N/A (2024) [10.34734/FZJ-2024-07378]
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Journal Article
Exascale Computing and Data Handling: Challenges and Opportunities for Weather and Climate Prediction
Bulletin of the American Meteorological Society 105(12), E2385–E2404 (2024) [10.1175/BAMS-D-23-0220.1]
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Journal Article
Deep learning models for generation of precipitation maps based on numerical weather prediction
Geoscientific model development 16(5), 1467 - 1480 (2023) [10.5194/gmd-16-1467-2023]
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Journal Article
Generating Views Using Atmospheric Correction for Contrastive Self-Supervised Learning of Multispectral Images
IEEE geoscience and remote sensing letters 20(2502305), 1 - 5 (2023) [10.1109/LGRS.2023.3274493]
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Journal Article
O3ResNet: A Deep Learning–Based Forecast System to Predict Local Ground-Level Daily Maximum 8-Hour Average Ozone in Rural and Suburban Environments
Artificial Intelligence for the Earth Systems 2(3), 1 - 16 (2023) [10.1175/AIES-D-22-0085.1]
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Journal Article
Temperature forecasting by deep learning methods
Geoscientific model development 15(23), 8931 - 8956 (2022) [10.5194/gmd-15-8931-2022]
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Journal Article
Representing chemical history in ozone time-series predictions – a model experiment study building on the MLAir (v1.5) deep learning framework
Geoscientific model development 15(23), 8913 - 8930 (2022) [10.5194/gmd-15-8913-2022] special issue: "Benchmark datasets and machine learning algorithms for Earth system science data"
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Book
Final report of the DeepRain project - Abschlußbericht des DeepRain Projektes
Jülich : Forschungszentrum Jülich GmbH Zentralbibliothek Verlag, Schriften des Forschungszentrums Jülich IAS Series 51, 77 p. (2022)
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Journal Article
Editors’ Note: Special Issue on Canonical Workflow Frameworks for Research
Data Intelligence 4(2), 149 - 154 (2022) [10.1162/dint_e_00122]
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Journal Article
Advancing caching and automation with FDO
Research ideas and outcomes 8, e94856 (2022) [10.3897/rio.8.e94856]
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Journal Article
Exploring decomposition of temporal patterns to facilitate learning of neural networks for ground-level daily maximum 8-hour average ozone prediction
Environmental data science 1, e10 (2022) [10.1017/eds.2022.9]
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Journal Article
How to develop new digital knowledge transfer products for communicating strategies and new ways towards a carbon-neutral Germany
Advances in science and research 19, 51 - 71 (2022) [10.5194/asr-19-51-2022]
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Journal Article
Global, high-resolution mapping of tropospheric ozone – explainable machine learning and impact of uncertainties
Geoscientific model development 15(11), 4331 - 4354 (2022) [10.5194/gmd-15-4331-2022]
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Journal Article
Enabling Canonical Analysis Workflows:Documented Data Harmonization on Global Air Quality Data
Data Intelligence 4(2), 259 - 270 (2022) [10.1162/dint_a_00130] special issue: "Canonical Workflow Frameworks for Research"
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Journal Article
Canonical Workflows to Make Data FAIR
Data Intelligence 4(2), 286–305 (2022) [10.1162/dint_a_00132]
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Journal Article
HPC-oriented Canonical Workflows for Machine Learning Applications in Climate and Weather Prediction
Data Intelligence 4(2), 271-285 (2022) [10.1162/dint_a_00131]
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Journal Article
Explainable Machine Learning Reveals Capabilities, Redundancy, and Limitations of a Geospatial Air Quality Benchmark Dataset
Machine learning and knowledge extraction 4(1), 150 - 171 (2022) [10.3390/make4010008]
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Journal Article
Artificial intelligence for air quality
The project repository journal 12(1), 70 - 73 (2022) [10.54050/PRJ1218384]
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Journal Article
3-D Electromagnetic Modeling Explains Apparent-Velocity Increase in Crosshole GPR Data-Borehole Fluid Effect Correction Method Enables to Incorporating High-Angle Traveltime Data
IEEE transactions on geoscience and remote sensing 60, 1 - 10, Art no. 5905710 (2022) [10.1109/TGRS.2021.3107451]
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Journal Article
Trend detection of atmospheric time series
Elementa 9(1), 00035 (2021) [10.1525/elementa.2021.00035]
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Journal Article
Mapping Yearly Fine Resolution Global Surface Ozone through the Bayesian Maximum Entropy Data Fusion of Observations and Model Output for 1990–2017
Environmental science & technology 55(8), 4389 - 4398 (2021) [10.1021/acs.est.0c07742]
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Contribution to a conference proceedings/Contribution to a book
JUWELS Booster – A Supercomputer for Large-Scale AI Research
High Performance Computing / Jagode, Heike (Editor)
ISC High Performance 2021, ISC21, DigitalDigital, Germany, 24 Jun 2021 - 2 Jul 2021
Lecture Notes in Computer Science 12761, 453 - 468 (2021) [10.1007/978-3-030-90539-2_31]
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Journal Article
Firewood residential heating – local versus remote influence on the aerosol burden
Atmospheric chemistry and physics 21(8), 5953 - 5964 (2021) [10.5194/acp-21-5953-2021]
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Journal Article
AQ-Bench: a benchmark dataset for machine learning on global air quality metrics
Earth system science data 13(6), 3013 - 3033 (2021) [10.5194/essd-13-3013-2021] special issue: "Benchmark datasets and machine learning algorithms for Earth system science data (ESSD/GMD inter-journal SI)"
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Journal Article
Context aware benchmarking and tuning of a TByte-scale air quality database and web service
Earth science informatics 14, 1597-1607 (2021) [10.1007/s12145-021-00631-4]
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Journal Article
MLAir (v1.0) – a tool to enable fast and flexible machine learning on air data time series
Geoscientific model development 14(3), 1553 - 1574 (2021) [10.5194/gmd-14-1553-2021]
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Journal Article
Can deep learning beat numerical weather prediction?
Philosophical transactions of the Royal Society of London / A 379(2194), 20200097 (2021) [10.1098/rsta.2020.0097] special issue: "Machine learning for weather and climate modelling"
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Journal Article
IntelliO3-ts v1.0: a neural network approach to predict near-surface ozone concentrations in Germany
Geoscientific model development 14(1), 1 - 25 (2021) [10.5194/gmd-14-1-2021]
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Journal Article
Multi-decadal surface ozone trends at globally distributed remote locations
Elementa 8, 23 (2020) [10.1525/elementa.420]
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Journal Article
Revisiting global satellite observations of stratospheric cirrus clouds
Atmospheric chemistry and physics 20(16), 9939 - 9959 (2020) [10.5194/acp-20-9939-2020]
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Journal Article
Impact of U.S. Oil and Natural Gas Emission Increases on Surface Ozone Is Most Pronounced in the Central United States
Environmental science & technology 54(19), 12423–12433 (2020) [10.1021/acs.est.9b06983]
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Journal Article
An intercomparison of tropospheric ozone reanalysis products from CAMS, CAMS interim, TCR-1, and TCR-2
Geoscientific model development 13(3), 1513 - 1544 (2020) [10.5194/gmd-13-1513-2020]
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Contribution to a conference proceedings/Contribution to a book
A New Tool for Automated Quality Control of Environmental Time Series (AutoQC4Env) in Open Web Services
Business Information Systems Workshops
22nd International Conference on Business Information Systems Workshops, BIS2019, SevillaSevilla, Spain, 26 Jun 2019 - 28 Jun 2019
Springer 373, 513-518 (2019) [10.1007/978-3-030-36691-9_43] special issue: "quality of open data (QOD)" (2078-2489)
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Journal Article
Tropospheric Ozone Assessment Report: Tropospheric ozone from 1877 to 2016, observed levels, trends and uncertainties
Elementa 7(1), 39 - (2019) [10.1525/elementa.376]
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Journal Article
ESD Reviews: Climate feedbacks in the Earth system and prospects for their evaluation
Earth System Dynamics 10(3), 379 - 452 (2019) [10.5194/esd-10-379-2019]
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Journal Article
The Use of the Internet of Things for Estimating Personal Pollution Exposure
International journal of environmental research and public health 16(17), 3130 (2019) [10.3390/ijerph16173130] special issue: "Integrated human exposure to air pollution"
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Journal Article
The global aerosol–climate model ECHAM6.3–HAM2.3 – Part 1: Aerosol evaluation
Geoscientific model development 12(4), 1643 - 1677 (2019) [10.5194/gmd-12-1643-2019]
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Book
Extreme Data Workshop 2018 Forschungszentrum Jülich, 18 – 19 September 2018 Proceedings
Jülich : Forschungszentrum Jülich GmbH Zentralbibliothek, Verlag, Schriften des Forschungszentrums Jülich. IAS Series 40, 64 S. (2019)
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Journal Article
The community atmospheric chemistry box model CAABA/MECCA-4.0
Geoscientific model development 12(4), 1365 - 1385 (2019) [10.5194/gmd-12-1365-2019]
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Journal Article
A new method ($M^3$Fusion v1) for combining observations and multiple model output for an improved estimate of the global surface ozone distribution
Geoscientific model development 12(3), 955 - 978 (2019) [10.5194/gmd-12-955-2019]
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Contribution to a conference proceedings
A Web Service Architecture for Objective Station Classification Purposes
2018 IEEE 14th International Conference on e-Science (e-Science), AmsterdamAmsterdam, Netherlands, 29 Oct 2018 - 1 Nov 2018
IEEE 283 - 284 (2018) [10.1109/eScience.2018.00051]
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Journal Article
Severe Surface Ozone Pollution in China: A Global Perspective
Environmental science & technology letters 5(8), 487 - 494 (2018) [10.1021/acs.estlett.8b00366]
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Journal Article
A new method (M$^3$Fusion-v1) for combining observations and multiple model output for an improved estimate of the global surface ozone distribution
Geoscientific model development discussions 183, 1 - 34 (2018) [10.5194/gmd-2018-183]
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Journal Article
The aerosol-climate model ECHAM6.3-HAM2.3: Aerosol evaluation
Geoscientific model development discussions 235, 1 - 54 (2018) [10.5194/gmd-2018-235]
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Journal Article
Peroxy acetyl nitrate (PAN) measurements at northern midlatitude mountain sites in April: a constraint on continental source–receptor relationships
Atmospheric chemistry and physics 18(20), 15345 - 15361 (2018) [10.5194/acp-18-15345-2018]
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Journal Article
SALSA2.0: The sectional aerosol module of the aerosol–chemistry–climate model ECHAM6.3.0-HAM2.3-MOZ1.0
Geoscientific model development 11(9), 3833 - 3863 (2018) [10.5194/gmd-11-3833-2018]
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Journal Article
The atmospheric chemistry box model CAABA/MECCA-4.0gmdd
Geoscientific model development discussions gmd-2018-201, 1 - 31 (2018) [10.5194/gmd-2018-201]
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Journal Article
Isoprene-derived secondary organic aerosol in the global aerosol–chemistry–climate model ECHAM6.3.0–HAM2.3–MOZ1.0
Geoscientific model development 11(8), 3235 - 3260 (2018) [10.5194/gmd-11-3235-2018]
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Journal Article
Tropospheric Ozone Assessment Report: Present-day tropospheric ozone distribution and trends relevant to vegetation
Elementa 6, 47 (2018) [10.1525/elementa.302] special issue: "Tropospheric Ozone Assessment Report"
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Journal Article
Tropospheric Ozone Assessment Report: Present-day distribution and trends of tropospheric ozone relevant to climate and global atmospheric chemistry model evaluation
Elementa 6(1), 39 - (2018) [10.1525/elementa.291] special issue: "Tropospheric Ozone Assessment Report (TOAR): Global metrics for climate change, human health and crop/ecosystem research"
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Journal Article
Tropospheric ozone assessment report: Global ozone metrics for climate change, human health, and crop/ecosystem research
Elementa 6, 28 (2018) [10.1525/elementa.279] special issue: "Tropospheric Ozone Assessment Report (TOAR)"
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Journal Article
The chemistry–climate model ECHAM6.3-HAM2.3-MOZ1.0
Geoscientific model development 11(5), 1695 - 1723 (2018) [10.5194/gmd-11-1695-2018]
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Journal Article
Ozone impacts of gas–aerosol uptake in global chemistry transport models
Atmospheric chemistry and physics 18(5), 3147 - 3171 (2018) [10.5194/acp-18-3147-2018]
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Journal Article
Regional and intercontinental pollution signatures on modeled and measured PAN at northern mid-latitude mountain sites
Atmospheric chemistry and physics / Discussions 1, 90 (2018) [10.5194/acp-2018-90]
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Journal Article
Tropospheric Ozone Assessment Report: Present-day ozone distribution and trends relevant to human health
Elementa 6(12), 273 (2018) [10.1525/elementa.273]
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Journal Article
Tropospheric Ozone Assessment Report: Assessment of global-scale model performance for global and regional ozone distributions, variability, and trends
Elementa 6(10), 265 (2018) [10.1525/elementa.265]
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Journal Article
JADDS – towards a tailored global atmospheric composition data service for CAMS forecasts and reanalysis
Geophysical research abstracts 19, EGU2017-7352 (2017)
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Journal Article
The Chemistry Climate Model ECHAM6.3-HAM2.3-MOZ1.0
Geoscientific model development discussions 191, 1 - 43 (2017) [10.5194/gmd-2017-191]
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Journal Article
Tropospheric Ozone Assessment Report, links to Global surface ozone datasets
PANGAEA supplement, 7 datasets (2017) [10.1594/PANGAEA.876108]
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Journal Article
Tropospheric Ozone Assessment Report: Database and Metrics Data of Global Surface Ozone Observations
Elementa 5, 58 - 84 (2017) [10.1525/elementa.244]
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Journal Article
Isoprene derived secondary organic aerosol in a global aerosol chemistry climate model
Geoscientific model development discussions 244, 1 - 35 (2017) [10.5194/gmd-2017-244]
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