Breuer, Thomas and Cao, Karl-Kien and Wetzel, Manuel and Frey, Ulrich and Sasanpour, Shima and Buschmann, Jan and Böhme, Aileen and Vanaret, Charlie (2022) Enabling energy systems research on HPC. SC22, 2022-11-13 - 2022-11-18, Dallas, USA.
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Abstract
Energy systems research strongly relies on large modeling frameworks. Many of them use linear optimization approaches to calculate blueprints for ideal future energy systems, which become increasingly complex and so do the models. The state-of-the-art to compute them is the application of shared-memory computers combined with approaches to reduce their size. We overcome this and implement a full automatized workflow on HPC using a newly developed solver for distributed memory architectures. Moreover, we address the challenge of uncertainty in scenario analysis by performing sophisticated parameter variations for large-scale power system models, which cannot be solved in the conventional way. Preliminary results show that we are able to identify clusters of future energy system designs, which perform well from different perspectives of energy system research and also consider disruptive events. However, we also see that our approach provides most insights when being applied to rather complex than simple models.
| Item URL in elib: | https://elib.dlr.de/190583/ | ||||||||||||||||||||||||||||||||||||
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| Document Type: | Conference or Workshop Item (Poster) | ||||||||||||||||||||||||||||||||||||
| Title: | Enabling energy systems research on HPC | ||||||||||||||||||||||||||||||||||||
| Authors: |
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| Date: | 2022 | ||||||||||||||||||||||||||||||||||||
| Refereed publication: | Yes | ||||||||||||||||||||||||||||||||||||
| Open Access: | Yes | ||||||||||||||||||||||||||||||||||||
| Gold Open Access: | No | ||||||||||||||||||||||||||||||||||||
| In SCOPUS: | No | ||||||||||||||||||||||||||||||||||||
| In ISI Web of Science: | No | ||||||||||||||||||||||||||||||||||||
| Status: | Published | ||||||||||||||||||||||||||||||||||||
| Keywords: | energy system modeling, mathematical optimization, distributed solver, model coupling, HPC workflow | ||||||||||||||||||||||||||||||||||||
| Event Title: | SC22 | ||||||||||||||||||||||||||||||||||||
| Event Location: | Dallas, USA | ||||||||||||||||||||||||||||||||||||
| Event Type: | international Conference | ||||||||||||||||||||||||||||||||||||
| Event Start Date: | 13 November 2022 | ||||||||||||||||||||||||||||||||||||
| Event End Date: | 18 November 2022 | ||||||||||||||||||||||||||||||||||||
| Organizer: | SC Conference Series, The International Conference for High Performance Computing, Networking, Storage, and Analysis | ||||||||||||||||||||||||||||||||||||
| HGF - Research field: | Energy | ||||||||||||||||||||||||||||||||||||
| HGF - Program: | Energy System Design | ||||||||||||||||||||||||||||||||||||
| HGF - Program Themes: | Energy System Transformation | ||||||||||||||||||||||||||||||||||||
| DLR - Research area: | Energy | ||||||||||||||||||||||||||||||||||||
| DLR - Program: | E SY - Energy System Technology and Analysis | ||||||||||||||||||||||||||||||||||||
| DLR - Research theme (Project): | E - Systems Analysis and Technology Assessment | ||||||||||||||||||||||||||||||||||||
| Location: | Stuttgart | ||||||||||||||||||||||||||||||||||||
| Institutes and Institutions: | Institute of Networked Energy Systems > Energy Systems Analysis, ST | ||||||||||||||||||||||||||||||||||||
| Deposited By: | Cao, Dr.-Ing. Karl-Kien | ||||||||||||||||||||||||||||||||||||
| Deposited On: | 20 Dec 2022 10:43 | ||||||||||||||||||||||||||||||||||||
| Last Modified: | 24 Apr 2024 20:51 |
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