Maurer, Florian und Nitsch, Felix und Kochems, Johannes und Schimeczek, Christoph und Sander, Volker und Lehnhoff, Sebastian (2024) Know Your Tools - A Comparison of Two Open Agent-Based Energy Market Models. In: 20th International Conference on the European Energy Market, EEM 2024, Seiten 1-8. IEEE Xplore. 2024 20th International Conference on the European Energy Market (EEM), 2024-06-10 - 2024-06-12, Istanbul, Turkiye. doi: 10.1109/EEM60825.2024.10609021. ISBN 979-835038174-0. ISSN 2165-4077.
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Offizielle URL: https://ieeexplore.ieee.org/document/10609021
Kurzfassung
Due to the transition to renewable energies, electricity markets need to be made fit for purpose. To enable the comparison of different energy market designs, modeling tools covering market actors and their heterogeneous behavior are needed. Agent-based models are ideally suited for this task. Such models can be used to simulate and analyze changes to market design or market mechanisms and their impact on market dynamics. In this paper, we conduct an evaluation and comparison of two actively developed open-source energy market simulation models. The two models, namely AMIRIS and ASSUME, are both designed to simulate future energy markets using an agent-based approach. The assessment encompasses modelling features and techniques, model performance, as well as a comparison of model results, which can serve as a blueprint for future comparative studies of simulation models. The main comparison dataset includes data of Germany in 2019 and simulates the Day-Ahead market and participating actors as individual agents. Both models are comparable close to the benchmark dataset with a MAE between 5.6 and 6.4 €/MWh while also modeling the actual dispatch realistically.
elib-URL des Eintrags: | https://elib.dlr.de/205771/ | ||||||||||||||||||||||||||||
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Dokumentart: | Konferenzbeitrag (Vortrag) | ||||||||||||||||||||||||||||
Titel: | Know Your Tools - A Comparison of Two Open Agent-Based Energy Market Models | ||||||||||||||||||||||||||||
Autoren: |
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Datum: | 8 August 2024 | ||||||||||||||||||||||||||||
Erschienen in: | 20th International Conference on the European Energy Market, EEM 2024 | ||||||||||||||||||||||||||||
Referierte Publikation: | Ja | ||||||||||||||||||||||||||||
Open Access: | Nein | ||||||||||||||||||||||||||||
Gold Open Access: | Nein | ||||||||||||||||||||||||||||
In SCOPUS: | Ja | ||||||||||||||||||||||||||||
In ISI Web of Science: | Nein | ||||||||||||||||||||||||||||
DOI: | 10.1109/EEM60825.2024.10609021 | ||||||||||||||||||||||||||||
Seitenbereich: | Seiten 1-8 | ||||||||||||||||||||||||||||
Verlag: | IEEE Xplore | ||||||||||||||||||||||||||||
ISSN: | 2165-4077 | ||||||||||||||||||||||||||||
ISBN: | 979-835038174-0 | ||||||||||||||||||||||||||||
Status: | veröffentlicht | ||||||||||||||||||||||||||||
Stichwörter: | agent-based modeling, energy market, energy dispatch, open source, comparative simulation | ||||||||||||||||||||||||||||
Veranstaltungstitel: | 2024 20th International Conference on the European Energy Market (EEM) | ||||||||||||||||||||||||||||
Veranstaltungsort: | Istanbul, Turkiye | ||||||||||||||||||||||||||||
Veranstaltungsart: | internationale Konferenz | ||||||||||||||||||||||||||||
Veranstaltungsbeginn: | 10 Juni 2024 | ||||||||||||||||||||||||||||
Veranstaltungsende: | 12 Juni 2024 | ||||||||||||||||||||||||||||
Veranstalter : | Center for Energy and Sustainable Development, Kadir Has University | ||||||||||||||||||||||||||||
HGF - Forschungsbereich: | Energie | ||||||||||||||||||||||||||||
HGF - Programm: | Energiesystemdesign | ||||||||||||||||||||||||||||
HGF - Programmthema: | Energiesystemtransformation | ||||||||||||||||||||||||||||
DLR - Schwerpunkt: | Energie | ||||||||||||||||||||||||||||
DLR - Forschungsgebiet: | E SY - Energiesystemtechnologie und -analyse | ||||||||||||||||||||||||||||
DLR - Teilgebiet (Projekt, Vorhaben): | E - Systemanalyse und Technologiebewertung | ||||||||||||||||||||||||||||
Standort: | Stuttgart | ||||||||||||||||||||||||||||
Institute & Einrichtungen: | Institut für Vernetzte Energiesysteme > Energiesystemanalyse, ST | ||||||||||||||||||||||||||||
Hinterlegt von: | Nitsch, Felix | ||||||||||||||||||||||||||||
Hinterlegt am: | 12 Aug 2024 16:08 | ||||||||||||||||||||||||||||
Letzte Änderung: | 12 Sep 2024 13:27 |
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