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1

Dissertation / PhD Thesis

Mapping and Interpolation of Tropospheric Ozone Data with Machine Learning Methods

Betancourt, Clara
2023

OpenAccess

2

Journal Article

Using Regionalized Air Quality Model Performance and Bayesian Maximum Entropy data fusion to map global surface ozone concentration

Becker, Jacob S.
2023

Elementa, 11 (2023) 1, S. 00025

OpenAccess

3

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

Leufen, Lukas Hubert
2023

Artificial Intelligence for the Earth Systems, 2 (2023) 3, S. 1 - 16

Get full text OpenAccess

4

Journal Article

Graph Machine Learning for Improved Imputation of Missing Tropospheric Ozone Data

Betancourt, Clara
2023

Environmental science & technology, 57 (2023) S. 18246-18258

OpenAccess

5

Journal Article

Explainable Machine Learning Reveals Capabilities, Redundancy, and Limitations of a Geospatial Air Quality Benchmark Dataset

Stadtler, Scarlet
2022

Machine learning and knowledge extraction, 4 (2022) 1, S. 150 - 171

OpenAccess

6

Journal Article

Artificial intelligence for air quality

Schultz, Martin
2022

The project repository journal, 12 (2022) 1, S. 70 - 73

OpenAccess

7

Journal Article

Editors’ Note: Special Issue on Canonical Workflow Frameworks for Research

Wittenburg, Peter
2022

Data Intelligence, 4 (2022) 2, S. 149 - 154

OpenAccess

8

Journal Article

Representing chemical history in ozone time-series predictions – a model experiment study building on the MLAir (v1.5) deep learning framework

Kleinert, Felix
2022

Geoscientific model development, 15 (2022) 23, S. 8913 - 8930

OpenAccess

9

Journal Article

Advancing caching and automation with FDO

Mozaffari, Amirpasha
2022

Research ideas and outcomes, 8 (2022) S. e94856

OpenAccess

10

Journal Article

Enabling Canonical Analysis Workflows:Documented Data Harmonization on Global Air Quality Data

Schröder, Sabine
2022

Data Intelligence, 4 (2022) 2, S. 259 - 270

OpenAccess OpenAccess

11

Preprint

Representing chemical history in ozone time-series predictions – a model experiment study building on the MLAir (v1.5) deep learning framework

Kleinert, Felix
2022

Geoscientific model development discussions, 2022 (2022) S. 1-27

OpenAccess

12

Preprint

Temperature forecasting by deep learning methods

Gong, Bing
2022

Geoscientific model development (2022)

OpenAccess

13

Poster

Advancing FAIRness for global air quality data analyses

Mozaffari, Amirpasha
2022

OpenAccess

14

Journal Article

Exploring decomposition of temporal patterns to facilitate learning of neural networks for ground-level daily maximum 8-hour average ozone prediction

Leufen, Lukas Hubert
2022

Environmental data science, 1 (2022) S. e10

OpenAccess

15

Conference Presentation

TOAR-II Overview and Database

Cooper, Owen
2022

OpenAccess

16

Conference Presentation

TOAR-II data portal for global measurements of ozone and its precursors

Schröder, Sabine
2022

OpenAccess

17

Journal Article

Global, high-resolution mapping of tropospheric ozone – explainable machine learning and impact of uncertainties

Betancourt, Clara
2022

Geoscientific model development, 15 (2022) 11, S. 4331 - 4354

OpenAccess

18

Journal Article

Canonical Workflows to Make Data FAIR

Wittenburg, Peter
2022

Data Intelligence, 4 (2022) 2, S. 286–305

OpenAccess

19

Journal Article

Temperature forecasting by deep learning methods

Gong, Bing
2022

Geoscientific model development, 15 (2022) 23, S. 8931 - 8956

OpenAccess

20

Preprint

Global, high-resolution mapping of tropospheric ozone – explainable machine learning and impact of uncertainties

Betancourt, Clara
2022

Geoscientific model development discussions (2022)

OpenAccess

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