Maurer, Florian and Nitsch, Felix and Kochems, Johannes and Schimeczek, Christoph and Sander, Volker and 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, pp. 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.
![]() |
PDF
- Only accessible within DLR
1MB |
Official URL: https://ieeexplore.ieee.org/document/10609021
Abstract
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.
Item URL in elib: | https://elib.dlr.de/205771/ | ||||||||||||||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Document Type: | Conference or Workshop Item (Speech) | ||||||||||||||||||||||||||||
Title: | Know Your Tools - A Comparison of Two Open Agent-Based Energy Market Models | ||||||||||||||||||||||||||||
Authors: |
| ||||||||||||||||||||||||||||
Date: | 8 August 2024 | ||||||||||||||||||||||||||||
Journal or Publication Title: | 20th International Conference on the European Energy Market, EEM 2024 | ||||||||||||||||||||||||||||
Refereed publication: | Yes | ||||||||||||||||||||||||||||
Open Access: | No | ||||||||||||||||||||||||||||
Gold Open Access: | No | ||||||||||||||||||||||||||||
In SCOPUS: | Yes | ||||||||||||||||||||||||||||
In ISI Web of Science: | No | ||||||||||||||||||||||||||||
DOI: | 10.1109/EEM60825.2024.10609021 | ||||||||||||||||||||||||||||
Page Range: | pp. 1-8 | ||||||||||||||||||||||||||||
Publisher: | IEEE Xplore | ||||||||||||||||||||||||||||
ISSN: | 2165-4077 | ||||||||||||||||||||||||||||
ISBN: | 979-835038174-0 | ||||||||||||||||||||||||||||
Status: | Published | ||||||||||||||||||||||||||||
Keywords: | agent-based modeling, energy market, energy dispatch, open source, comparative simulation | ||||||||||||||||||||||||||||
Event Title: | 2024 20th International Conference on the European Energy Market (EEM) | ||||||||||||||||||||||||||||
Event Location: | Istanbul, Turkiye | ||||||||||||||||||||||||||||
Event Type: | international Conference | ||||||||||||||||||||||||||||
Event Start Date: | 10 June 2024 | ||||||||||||||||||||||||||||
Event End Date: | 12 June 2024 | ||||||||||||||||||||||||||||
Organizer: | Center for Energy and Sustainable Development, Kadir Has University | ||||||||||||||||||||||||||||
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: | Nitsch, Felix | ||||||||||||||||||||||||||||
Deposited On: | 12 Aug 2024 16:08 | ||||||||||||||||||||||||||||
Last Modified: | 12 Sep 2024 13:27 |
Repository Staff Only: item control page