Scarlet Stadtler's publications
Contribution to a conference proceedings/Contribution to a book
Multi-Modal Self-Supervised Learning for Boosting Crop Classification Using Sentinel2 and Planetscope
IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium
IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, PasadenaPasadena, CA, 16 Jul 2023 - 21 Jul 2023
IEEE 2223 - 2226 (2023) [10.1109/IGARSS52108.2023.10282665]
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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
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
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
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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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
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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Abstract
Global fine resolution mapping of ozone metrics through explainable machine learning
EGU General Assembly 2021, vEGU21, OnlineOnline, Online, 19 Apr 2021 - 30 Apr 2021
[10.5194/egusphere-egu21-7596]
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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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Abstract
Deep learning for short-term temperature forecasts with video prediction methods
European Geosciences Union 2020, EGU2020, VirtualVirtual, Austria, 4 May 2020 - 8 May 2020
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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
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
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
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
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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Report/Poster (Outreach)
Isoprene derived secondary organic aerosol in a global aerosol chemistry climate model
EGU General Assembly 2017, EGU2017, ViennaVienna, Austria, 23 Apr 2017 - 28 Apr 2017
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Journal Article
Isoprene derived secondary organic aerosol in a global aerosol chemistry climate model
EGU General Assembly 2017, EGU2017, ViennaVienna, Austria, 23 Apr 2017 - 28 Apr 2017
Geophysical research abstracts 19, EGU2017-11973 (2017)
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Journal Article
Ozone Impacts of Gas-Aerosol Uptake in Global Chemistry Transport Models
Atmospheric chemistry and physics / Discussions 566, 1 - 35 (2017) [10.5194/acp-2017-566]
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Master Thesis/Book
Heterogene N2O5-Chemie im globalen Aerosol-Chemie-Klimamodell ECHAM6-HAMMOZ
Jülich : Forschungszentrum Jülich, Masterarbeit im Studiengang Physik der Erde und Atmosphäre, Meteorologisches Institut der Rheinischen Friedrich-Wilhelms-Univerität Bonn, Forschungszentrum Jülich 109 pp. (2015) = Universität Bonn, Masterarbeit, 2015
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