A2: Energy-Aware Optimization of Workflows in Bioinformatics

Continued from A2: Adapting Genomic Data Analysis Workflows for Different Data Access Patterns

Description

The problem of energy efficiency in big data processing is becoming increasingly important for environmental and sustainability reasons. We will investigate new techniques and algorithms that estimate the energy consumption of a Data Analysis Workflow (DAW) on a given infrastructure, and to apply multi-objective optimization techniques to rewrite DAWs so that they consume less energy.

Scientists

  • Somayeh Mohammadi
  • Philipp Thamm

Publications

17 entries « 2 of 2 »

2023

Mohammadi, Somayeh; PourKarimi, Latif; Droop, Felix; De Mecquenem, Ninon; Leser, Ulf; Reinert, Knut

A mathematical programming approach for resource allocation of data analysis workflows on heterogeneous clusters Journal Article

In: The Journal of Supercomputing, pp. 1–30, 2023.

BibTeX

De Mecquenem, Ninon

Adapting scientific workflows to changing infrastructures Proceedings Article

In: Fletcher, George; Kantere, Verena (Ed.): Proceedings of the Workshops of the EDBT/ICDT 2023 Joint Conference, Ioannina, Greece, March, 28, 2023, CEUR-WS.org, 2023.

Links | BibTeX

Sänger, Mario; De Mecquenem, Ninon; Lewińska, Katarzyna Ewa; Bountris, Vasilis; Lehmann, Fabian; Leser, Ulf; Kosch, Thomas

Large Language Models to the Rescue: Reducing the Complexity in Scientific Workflow Development Using ChatGPT Miscellaneous

2023.

BibTeX

Giurgiu, Mădălina; Wittstruck, Nadine; Rodriguez-Fos, Elias; González, Rocío Chamorro; Brückner, Lotte; Krienelke-Szymansky, Annabell; Helmsauer, Konstantin; Hartebrodt, Anne; Koche, Richard P.; Haase, Kerstin; Reinert, Knut; Henssen, Anton G.

Decoil: Reconstructing extrachromosomal DNA structural heterogeneity from long-read sequencing data Journal Article

In: bioRxiv, 2023.

Abstract | Links | BibTeX

2022

Hilbrich, Marcus; Müller, Sebastian; Kulagina, Svetlana; Lazik, Christopher; De Mecquenem, Ninon; Grunske, Lars

A Consolidated View on Specification Languages for Data Analysis Workflows Proceedings Article

In: Margaria, Tiziana; Steffen, Bernhard (Ed.): Leveraging Applications of Formal Methods, Verification and Validation. Software Engineering, pp. 201–215, Springer Nature Switzerland, Cham, 2022, ISBN: 978-3-031-19756-7.

Abstract | BibTeX

2020

Schiefer, Christopher; Bux, Marc; Brandt, Jörgen; Messerschmidt, Clemens; Reinert, Knut; Beule, Dieter; Leser, Ulf

Portability of Scientific Workflows in NGS Data Analysis: A Case Study Journal Article

In: CoRR, vol. abs/2006.03104, 2020.

Links | BibTeX

0000

Hauswedell, Hannes; Hetzel, Sara; Gottlieb, Simon G.; Kretzmer, Helene; Meissner, Alexander; Reinert, Knut

Lambda3: homology search for protein, nucleotide and bisulfite-converted sequences Journal Article Forthcoming

In: Forthcoming.

BibTeX

17 entries « 2 of 2 »