512
Data-Intensive Science and Federated Computing
Grant period | 2015 - 2020 |
Funding body | Helmholtz Gemeinschaft Deutscher Forschungszentren |
Categories | Leistungskategorie I ; Topic |
Identifier | G:(DE-HGF)POF3-512 |
All known publications ...
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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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Conference Presentation (Other)
Global fine resolution mapping of ozone metrics through explainable machine learning
EGU General Assembly 2021, vEGU21, OnlineOnline, Online, 19 Apr 2021 - 30 Apr 2021
[10.13140/RG.2.2.17134.13123]
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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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Lecture (Other)
Introduction to Scalable Deep Learning
Lecture at PRACE Training Course at JSC (Jülich / online, Germany), 1 Feb 2021 - 5 Feb 2021
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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
A climate service for ecologists: sharing pre-processed EURO-CORDEX regional climate scenario data using the eLTER Information System
Earth system science data 13(2), 631 - 644 (2021) [10.5194/essd-13-631-2021]
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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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Contribution to a conference proceedings
Super-Resolution of Large Volumes of Sentinel-2 Images with High Performance Distributed Deep Learning
2020 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2020, Online eventOnline event, Hawaii, 26 Sep 2020 - 2 Oct 2020
617 - 620 (2020) [10.1109/IGARSS39084.2020.9323734]
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Contribution to a conference proceedings
Scaling Up a Multispectral Resnet-50 to 128 GPUs
2020 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2020, Online eventOnline event, Hawaii, 26 Sep 2020 - 2 Oct 2020
IEEE 1058 - 1061 (2020) [10.1109/IGARSS39084.2020.9324237]
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Contribution to a conference proceedings
Approaching Remote Sensing Image Classification with Ensembles of Support Vector Machines on the D-Wave Quantum Annealer
2020 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2020, Online eventOnline event, Hawaii, 26 Sep 2020 - 2 Oct 2020
IEEE 1973 - 1976 (2020) [10.1109/IGARSS39084.2020.9323544]
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All known publications ...
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