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Know Your Tools - A Comparison of Two Open Agent-Based Energy Market Models

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.

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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:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Maurer, FlorianUniversity of Applied Sciences Aachen, GermanyUNSPECIFIEDUNSPECIFIED
Nitsch, FelixUNSPECIFIEDhttps://orcid.org/0000-0002-9824-3371UNSPECIFIED
Kochems, JohannesUNSPECIFIEDhttps://orcid.org/0000-0002-3461-3679UNSPECIFIED
Schimeczek, ChristophUNSPECIFIEDhttps://orcid.org/0000-0002-0791-9365UNSPECIFIED
Sander, VolkerUniversity of Applied Sciences Aachen, GermanyUNSPECIFIEDUNSPECIFIED
Lehnhoff, SebastianUniversität OldenburgUNSPECIFIEDUNSPECIFIED
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

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