Abstracts

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2021-03-04
09:20
OpenAccess [FZJ-2021-01272] Abstract
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Global fine resolution mapping of ozone metrics through explainable machine learning
EGU General Assembly 2021, vEGU21, OnlineOnline, Online, 19 Apr 2021 - 30 Apr 20212021-04-192021-04-30
Through the availability of multi-year ground based ozone observations on a global scale, substantial geospatial meta data, and high performance computing capacities, it is now possible to use machine learning for a global data-driven ozone assessment. In this presentation, we will show a novel, completely data-driven approach to map tropospheric ozone globally.</p><p>Our goal is to interpolate ozone metrics and aggregated statistics from the database of the Tropospheric Ozone Assessment Report (TOAR) onto a global 0.1&#176; x 0.1&#176; resolution grid [...]
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2021-01-25
13:18
[FZJ-2021-00761] Abstract
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Deep learning for short-term temperature forecasts with video prediction methods
European Geosciences Union 2020, EGU2020, VirtualVirtual, Austria, 4 May 2020 - 8 May 20202020-05-042020-05-08
This study explores the adaptation of state-of-the-art deep learning architectures for video frame prediction in the context of weather and climate applications. A proof-of-concept case study was performed to predict surface temperature fields over Europe for up to 20 hours based on ERA5 reanalyses weather data. [...]

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2021-01-25
12:05
[FZJ-2021-00747] Abstract
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Self-Standing Spray-Deposited Nafion Membranes for Fuel Cell Operations
237th ECS Meeting, Montreal (postponed to 2021)Montreal (postponed to 2021), Canada (postponed to 2021), 10 May 2020 - 14 May 20202020-05-102020-05-14 () [10.1149/MA2020-02352248mtgabs]
AbstractThe characteristics of a polymer electrolyte membrane (PEM) are crucial for the success of PEM based fuel cells and electrolyzers. Membranes play a significant role regarding ohmic losses, fuel permeability and mechanical stability [...]

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2021-01-25
11:58
[FZJ-2021-00743] Abstract
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On the use of containers for machine learning and visualization workflows on JUWELS
NIC Symposium 2020, JülichJülich, Germany, 27 Feb 2020 - 28 Feb 20202020-02-272020-02-28
Containers stock a single package of a code along with its dependencies so it can run reliably and efficiently in different computing environments. They promise the same level of isolation and security as a virtual machine and a higher degree of integration with the host operating system (OS). [...]

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2021-01-25
11:37
[FZJ-2021-00738] Abstract
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FAIRness in the multi-service data infrastructure of the Tropospheric Ozone Assessment Report (TOAR) and Artificial Intelligence for Air Quality (IntelliAQ) project
RDA 15th Plenary Meeting / Online, RDA-15, MelbourneMelbourne, Australia, 18 Mar 2020 - 20 Mar 20202020-03-182020-03-20
IntelliAQ is a European project aiming to develop novel approaches for the analysis and synthesis of global air quality data based on deep neural networks. A core element of the project’s strategy is the linkage of several different types of data, including time-series of air quality observations, high-resolution geospatial data, high-resolution weather model data, and satellite retrievals of air pollutants. [...]

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2021-01-25
11:33
[FZJ-2021-00736] Abstract
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FAIRness in the multi-service data infrastructure of the Tropospheric Ozone Assessment Report (TOAR) and Artificial Intelligence for Air Quality (IntelliAQ) project
RDA Deutschland Tagung 2020, BerlinBerlin, Germany, 25 Feb 2020 - 27 Feb 20202020-02-252020-02-27
IntelliAQ is a European project aiming to develop novel approaches for the analysis and synthesis of global air quality data based on deep neural networks. A core element of the project’s strategy is the linkage of several different types of data, including time-series of air quality observations, high-resolution geospatial data, high-resolution weather model data, and satellite retrievals of air pollutants. [...]
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2020-12-17
13:30
OpenAccess [FZJ-2020-05352] Abstract
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Methanol as Renewable Import Energy Carrier: Results from the C3-Mobility Project
Zero CO2 Mobility Konferenz, Online und AachenOnline und Aachen, online und Deutschland, 10 Nov 2020 - 11 Nov 20202020-11-102020-11-11
See attached file
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2020-11-23
17:19
[FZJ-2020-04736] Abstract
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New approaches for magnetic diagnostic of future fusion devices
31st Symposium on Fusion Technology (SOFT 2020), DubrovnikDubrovnik, Kroatien, 20 Sep 2020 - 25 Sep 20202020-09-202020-09-25
New approaches for magnetic diagnostic of future fusion devicesI. Ďuran1, S. [...]

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2020-11-23
11:39
[FZJ-2020-04717] Abstract
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Impact of synergistic heat and particle loads on plasma-facing materials - new capabilities to include the impact of neutron damage on lifetime and fuel retention
31st Symposium on Fusion Technology (SOFT 2020), DubrovnikDubrovnik, Kroatien, 20 Sep 2020 - 25 Sep 20202020-09-202020-09-25
Impact of synergistic heat and particle loads on plasma-facing materials - new capabilities to include the impact of neutron damage on lifetime and fuel retention Bernhard Unterberg, Arkadi Kreter, Christian Linsmeier, Dirk Nicolai, Gerald Pintsuk, Lothar Scheibl, Marius Wirtz and Miroslaw ZlobinskiInstitut für Energie- und Klimaforschung – Plasmaphysik, Forschungszentrum Jülich, Trilateral Euregio Cluster, D- 52425 Jülich, GermanyMaterial damage due to transient heat loads limits the lifetime of plasma facing components. Both the combined plasma impact and associated hydrogen embrittlement and as well as neutron damage further deteriorate the thermo-mechanical properties of plasma facing materials [...]

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2020-11-23
10:58
[FZJ-2020-04710] Abstract
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Sputtering resistance of single crystal rhodium mirrors with different crystal orientations
31st Symposium on Fusion Technology (SOFT 2020), DubrovnikDubrovnik, Kroatien, 20 Sep 2020 - 25 Sep 20202020-09-202020-09-25
Sputtering resistance of single crystal rhodium mirrors with different crystal orientations A. Litnovsky1,2, F. [...]

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