LAPSE:2023.3779
Published Article
LAPSE:2023.3779
Tool Chain for Deriving Consistent Storage Model Parameters for Optimization Models
February 22, 2023
Since existing energy system models often represent storage behavior in a simplified way, in this work, a tool chain for deriving consistent storage model parameters for optimization models is developed. The aim of our research work is to identify what are non-negligible influences on the the technical characteristics and dynamic behavior of the storage, to quantify the effect of these influences, and represent these effects in the model. This paper describes the developed tool chain and presents its application using an example. The tool chain consists of the steps “parameter screening”, “dynamic simulation”, “regression analysis” and “refining optimization model”. It is investigated which parameters have an influence on the storage system (here pumped hydroelectric energy storage (PHES)), how the storage behavior is modeled, which influencing factors have a measurable effect on the system, and how these findings can be integrated into optimization models. The main finding is that in the case of PHES, the dependency of the charging and discharging efficiency on the power is significant, but no further influencing factor has to be considered for accurate modeling (0.946 ≤ R2 ≤ 0.988) of the efficiency. It is concluded that the presented toolchain is suitable for other storage technologies as well, including the analysis of aging behavior.
Keywords
design of experiments, Energy Storage, Modelling, Optimization, regression analysis, scientific framework, Simulation, tool chain
Suggested Citation
Wode K, Strube T, Schischke E, Hadam M, Pabst S, Mittreiter A. Tool Chain for Deriving Consistent Storage Model Parameters for Optimization Models. (2023). LAPSE:2023.3779
Author Affiliations
Wode K: Fraunhofer Institute for Environmental, Safety and Energy Technology UMSICHT, Osterfelder Straße 3, 46047 Oberhausen, Germany [ORCID]
Strube T: Fraunhofer Institute for Software and Systems Engineering ISST, Emil-Figge-Straße 91, 44227 Dortmund, Germany [ORCID]
Schischke E: Fraunhofer Institute for Environmental, Safety and Energy Technology UMSICHT, Osterfelder Straße 3, 46047 Oberhausen, Germany [ORCID]
Hadam M: Fraunhofer Institute for Environmental, Safety and Energy Technology UMSICHT, Osterfelder Straße 3, 46047 Oberhausen, Germany
Pabst S: Fraunhofer Institute for Environmental, Safety and Energy Technology UMSICHT, Osterfelder Straße 3, 46047 Oberhausen, Germany
Mittreiter A: Fraunhofer Institute for Environmental, Safety and Energy Technology UMSICHT, Osterfelder Straße 3, 46047 Oberhausen, Germany [ORCID]
Journal Name
Energies
Volume
16
Issue
3
First Page
1525
Year
2023
Publication Date
2023-02-03
Published Version
ISSN
1996-1073
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Original Submission
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PII: en16031525, Publication Type: Journal Article
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LAPSE:2023.3779
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doi:10.3390/en16031525
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Feb 22, 2023
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