Clara Betancourt's publications
Dissertation / PhD Thesis
Mapping and Interpolation of Tropospheric Ozone Data with Machine Learning Methods
Bonn : Universitäts- und Landesbibliothek Bonn 167 p. (2023) [10.48565/BONNDOC-179] = Dissertation, Universität Bonn, 2023
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Journal Article
Graph Machine Learning for Improved Imputation of Missing Tropospheric Ozone Data
Environmental science & technology 57, 18246-18258 (2023) [10.1021/acs.est.3c05104] special issue: "Data Science for Advancing Environmental Science, Engineering and Technology"
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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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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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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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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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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
Firewood residential heating - local versus regional influence on the aerosol burden
European Aerosol Conference 2020, EAC2020, AachenAachen, Germany, 30 Aug 2020 - 4 Sep 2020
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Performance analysis and optimization of a TByte-scale atmospheric observation database
EGU2020: Sharing Geoscience Online, EGU2020, , , 4 May 2020 - 8 May 2020
[10.5194/egusphere-egu2020-13637]
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Master Thesis
Lagrangian particle dispersion modeling of stable carbon isotope ratios to track the chemical aging of biomass burning aerosol
67 pp. (2019) = Masterarbeit, Universität zu Köln, 2019
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Master Thesis
Lagrangian particle dispersion modeling of stable carbon isotope ratios to track the chemical aging of biomass burning aerosol
69 p. (2019) = Masterarbeit, Universität zu Köln, 2019
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Bachelor Thesis
Lagrangian particle dispersion modeling to track the chemical aging of biomass burning aerosol
35 pp. (2017) = University of Cologne, Bachelorarbeit, 2017
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