2023 - Publications
Poster (After Call)
A Hybrid Quantum-Classical Workflow for Hyperparameter Optimization of Neural Networks
ISC High Performance 2023, ISC2023, HamburgHamburg, Germany, 21 May 2023 - 25 May 2023
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Journal Article
Large scale performance analysis of distributed deep learning frameworks for convolutional neural networks
Journal of Big Data 10(1), 96 (2023) [10.1186/s40537-023-00765-w]
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Contribution to a conference proceedings
Short Paper: Accelerating Hyperparameter Optimization Algorithms with Mixed Precision
SC-W 2023: Workshops of The International Conference on High Performance Computing, Network, Storage, and Analysis, SC 2023, Denver, CODenver, CO, USA, 12 Nov 2023 - 17 Nov 2023
ACM New York, NY, USA 1776–1779 (2023) [10.1145/3624062.3624259]
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Contribution to a conference proceedings/Contribution to a book
Optimal Resource Allocation for Early Stopping-based Neural Architecture Search Methods
Second International Conference on Automated Machine Learning, PotsdamPotsdam, Germany, 12 Nov 2023 - 15 Nov 2023
PMLR, Proceedings of Machine Learning Research 228, 12/1--17 (2023) [10.34734/FZJ-2024-01461]
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Dataset
Actuated Turbulent Boundary Layer Flows Dataset
b2share : https://b2share.eudat.eu (2023) [10.34730/5dbc8e35f21241d0889906136cf28d26]
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Journal Article
Analysis of Chest X-ray for COVID-19 Diagnosis as a Use Case for an HPC-Enabled Data Analysis and Machine Learning Platform for Medical Diagnosis Support
Diagnostics 13(3), 391 (2023) [10.3390/diagnostics13030391] special issue: "Artificial Intelligence in Image-Based Screening, Diagnostics, and Clinical Care of Cardiopulmonary Diseases-Volume 2"
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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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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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Contribution to a conference proceedings/Contribution to a book
Challenges and Opportunities in the Adoption of High Performance Computing for Earth Observation in the Exascale Era
Proceedings of the 2023 Conference on Big Data from Space (BiDS’23) - From foresight to impact
Conference on Big Data from Space 2023, BiDS’23, ViennaVienna, Austria, 6 Nov 2023 - 9 Nov 2023
Publications Office of the European Union 25-28 (2023) [10.2760/46796]
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Contribution to a conference proceedings
A proposed hybrid two-stage DL-HPC method for wind speed forecasting: using the first average forecast output for long-term forecasting
Proceedings of the IACM Computational Fluids Conference (CFC2023), CFC2023, CannesCannes, France, 25 Apr 2023 - 28 Apr 2023
- (2023)
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Journal Article
Impact of the injector lateral offset on the dynamics of a lean premixed flame and the thermoacoustic stability of a burner
Combustion and flame 256, 112995 (2023) [10.1016/j.combustflame.2023.112995]
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Software
AI4HPC v0.3
[10.5281/zenodo.7705417]
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Poster (Other)
Transfer at the Jülich Supercomputing Centre - Bringing Artificial Intelligence and High-Performance Computing to Industry
Helmholtz Strategic Advisory Board Meeting, SAB, JülichJülich, Germany, 18 May 2023 - 19 May 2023
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Contribution to a conference proceedings/Contribution to a book
Enabling Hyperparameter-Tuning of AI Models for Healthcare using the CoE RAISE Unique AI Framework for HPC
2023 46th MIPRO ICT and Electronics Convention (MIPRO)
46th MIPRO ICT and Electronics Convention, MIPRO 2023, OpatijaOpatija, Croatia, 22 May 2023 - 26 May 2023
IEEE 435-440 (2023) [10.23919/MIPRO57284.2023.10159755]
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Journal Article
Effects of spatiotemporal correlations in wind data on neural network-based wind predictions
Energy 279, 128068 (2023) [10.1016/j.energy.2023.128068]
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