Artificial Intelligence for Air Quality

Deliverables

Open Research Data Pilot (1)

Data Management Plan (DMP)

A document describing the data management strategy with respect to Open data provision

Publications

Conference proceedings (13)

Performance analysis and optimization of a TByte-scale atmospheric observation database

Author(s): Clara Betancourt; Sabine Schröder; Björn Hagemeier; Martin Schultz
Published in: EGU2020: Sharing Geoscience Online, EGU2020, online, online conference, 2020-05-04 - 2020-05-08, 2020
Publisher: Copernicus
DOI: 10.5194/egusphere-egu2020-13637

A Statistical Model for Automated Quality Assessment of the TOAR-II

Author(s): Najmeh Kaffashzadeh; Kai-Lan Chang; Sabine Schröder; Martin G. Schultz
Published in: "EGU2020: Sharing Geoscience Online, #shareEGU20, Vienna, Austria, 2020-05-04 - 2020-05-08", 2020
Publisher: Copernicus
DOI: 10.5194/egusphere-egu2020-13357

Global fine resolution mapping of ozone metrics through explainable machine learning

Author(s): Clara Betancourt; Scarlet Stadtler; Timo Stomberg; Ann-Kathrin Edrich; Ankit Patnala; Ribana Roscher; Julia Kowalski; Martin G. Schultz
Published in: EGU General Assembly 2021, vEGU21, Online, Online, 2021-04-19 - 2021-04-30, 2021
Publisher: Copernicus
DOI: 10.13140/rg.2.2.17134.13123

FAIRness in the multi-service data infrastructure of the Tropospheric Ozone Assessment Report (TOAR) and Artificial Intelligence for Air Quality (IntelliAQ) project

Author(s): Amirpasha Mozaffari; Schröder, Sabine; Apweiler, Sander; Rajveer Saini; Hagemeier, Björn; Schultz, Martin G.
Published in: RDA Deutschland Tagung 2020, Berlin, Germany, 2020-02-25 - 2020-02-27, 1, 2020
Publisher: Research Data Alliance
DOI: 10.13140/rg.2.2.24046.13123

Automatic quality control and quality control schema in the Observation to Archive

Author(s): Silva, Brenner; Kaffashzadeh, Najmeh; Nixdorf, Erik; Immoor, Sebastian; Fischer, Philipp; Anselm, Norbert; Gerchow, Peter; Schäfer, Angela; Koppe, Roland
Published in: "EGU2020: Sharing Geoscience Online, #shareEGU20, Vienna, Austria, 2020-05-04 - 2020-05-08", 1, 2021
Publisher: Copernicus
DOI: 10.5194/egusphere-egu2020-15961

FAIRness in Air Quality and Weather Forecast

Author(s): Mozaffari, Amirpasha; Schröder, Sabine; Apweiler, Sander; Saini, Rajveer; Hagemeier, Björn; Schultz, Martin
Published in: Research Data Alliance 15th Plenary Meeting, RDA 15, Melbourne, Australia, 2020-03-18 - 2020-03-20, 2020
Publisher: Research Data Alliance

Deep learning for short-term temperature forecasts with video prediction methods

Author(s): Gong, Bing; Stadtler, Scarlet; Langguth, Michael; Mozaffari, Amirpasha; Vogelsang, Jan; Schultz, Martin
Published in: European Geosciences Union 2020, EGU2020, Virtual, Austria, 2020-05-04 - 2020-05-08, 2020
Publisher: Copernicus

Prediction of Daily Maximum Ozone Threshold Exceedances by Artificial Intelligence Techniques in Germany

Author(s): Gong, Bing; Kleinert, Felix; Schultz, Martin
Published in: EGU General Assembly 2019, EGU2019, Vienna, Austria, 2019-04-07 - 2019-04-12, 2019
Publisher: Copernicus

Near Surface Ozone Predictions Based on Multiple ANN Architectures

Author(s): Kleinert, Felix; Gong, Bing; Götz, Markus; Schultz, Martin
Published in: EGU General Assembly 2019, EGU2019, Wien, Austria, 2019-04-07 - 2019-04-12, 2019
Publisher: Copernicus

A Web Service Architecture for Objective Station Classification Purposes

Author(s): Martin G. Schultz, Sander Apweiler, Jan Vogelsang, Bjorn Hagemeier, Felix Kleinert, Daniel Mallmann
Published in: 2018 IEEE 14th International Conference on e-Science (e-Science), 2018, Page(s) 283-284, ISBN 978-1-5386-9156-4
Publisher: IEEE
DOI: 10.1109/escience.2018.00051

On the use of containers for machine learning and visualization workflows on JUWELS

Author(s): Gong, Bing; Vogelsang, Jan; Amirpasha Mozaffari; Schultz, Martin
Published in: NIC Symposium 2020, Jülich, Germany, 2020-02-27 - 2020-02-28, 2020
Publisher: Forschungszentrum Jülich
DOI: 10.13140/rg.2.2.27401.57442

A Novel Concept for Automated Quality Control of Atmospheric Time Series

Author(s): Kaffashzadeh, Najmeh; Schröder, Sabine; Schultz, Martin
Published in: European Geoscience Union (EGU), Vienna, Austria, 2019-04-07 - 2019-04-12, 2019
Publisher: Copernicus

Tropospheric Ozone Assessment Report (TOAR) Data Infrastructure

Author(s): Schröder, Sabine; Epp, Eleonora; Leufen, Lukas Hubert; Mozaffari, Amirpasha; Romberg, Mathilde; Schultz, Martin; Sun, Jianing
Published in: WMO Data Conference, Virtual, Virtual, 2020-11-16 - 2020-11-19, 2020
Publisher: World Meteorological Organisation

Other (1)

JUWELS Booster – A Supercomputer for Large-Scale AI Research

Author(s): Kesselheim, Stefan; Herten, Andreas; Cavallaro, Gabriele; Sedona, Rocco; Schug, Alexander; Strube, Alexandre; Kamath, Roshni; Schultz, Martin G.; Riedel, Morris; Lippert, Thomas; Krajsek, Kai; Ebert, Jan; Jitsev, Jenia; Cherti, Mehdi; Langguth, Michael; Gong, Bing; Stadtler, Scarlet; Mozaffari, Amirpasha
Published in: Lecture Notes in Computer Science ISBN: 9783030905385, 1, 2022
Publisher: Arxiv-Preprints
DOI: 10.1007/978-3-030-90539-2_31

Peer reviewed articles (7)

AQ-Bench: A Benchmark Dataset for Machine Learning on GlobalAir Quality Metrics

Author(s): Clara Betancourt; Timo Stomberg; Scarlet Stadtler; Ribana Roscher; Martin G. Schultz
Published in: Earth System Science Data, 2021, ISSN 1866-3516
Publisher: Copernicus
DOI: 10.5194/essd-2020-380

MLAir (v1.0) – a tool to enable fast and flexible machine learning on air data time series

Author(s): Lukas Hubert Leufen, Felix Kleinert, Martin G. Schultz
Published in: Geoscientific Model Development, 14/3, 2021, Page(s) 1553-1574, ISSN 1991-9603
Publisher: Copernicus
DOI: 10.5194/gmd-14-1553-2021

Can deep learning beat numerical weather prediction?

Author(s): M. G. Schultz, C. Betancourt, B. Gong, F. Kleinert, M. Langguth, L. H. Leufen, A. Mozaffari, S. Stadtler
Published in: Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, 379/2194, 2021, Page(s) 20200097, ISSN 1364-503X
Publisher: Royal Society of London
DOI: 10.1098/rsta.2020.0097

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

Author(s): Scarlet Stadtler; Ribana Roscher; Clara Betancourt
Published in: Machine Learning and Knowledge Extraction; Volume 4; Issue 1; Pages: 150-171, 1, 2022, ISSN 2504-4990
Publisher: MDPI
DOI: 10.3390/make4010008

IntelliO3-ts v1.0: A neural network approach to predict near-surface ozone concentrations in Germany

Author(s): Lukas Hubert Leufen; Martin Schultz; Felix Kleinert
Published in: Geoscientific model development 14(1), 1 - 25 (2021). doi:10.5194/gmd-14-1-2021, 2021, ISSN 1991-9603
Publisher: Copernicus
DOI: 10.5194/gmd-2020-169

IntelliO3-ts v1.0: a neural network approach to predict near-surface ozone concentrations in Germany

Author(s): Felix Kleinert, Lukas H. Leufen, Martin G. Schultz
Published in: Geoscientific Model Development, 14/1, 2021, Page(s) 1-25, ISSN 1991-9603
Publisher: Copernicus GmbH
DOI: 10.5194/gmd-14-1-2021

Context aware benchmarking and tuning of a TByte-scale air quality database and web service

Author(s): Clara Betancourt, Björn Hagemeier, Sabine Schröder, Martin G. Schultz
Published in: Earth Science Informatics, 14/3, 2021, Page(s) 1597-1607, ISSN 1865-0473
Publisher: Springer Verlag
DOI: 10.1007/s12145-021-00631-4

Book chapters (1)

A New Tool for Automated Quality Control of Environmental Time Series (AutoQC4Env) in Open Web Services

Author(s): Najmeh Kaffashzadeh, Felix Kleinert, Martin G. Schultz
Published in: Business Information Systems Workshops - BIS 2019 International Workshops, Seville, Spain, June 26–28, 2019, Revised Papers, 373, 2019, Page(s) 513-518, ISBN 978-3-030-36690-2
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-36691-9_43