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Automated Generation and Multi-Level Validation of District Heating Network Models

Tüzün, Fatih ORCID iD icon 1; Çakmak, Hüseyin ORCID iD icon 1; Hagenmeyer, Veit ORCID iD icon 1
1 Institut für Automation und angewandte Informatik (IAI), Karlsruher Institut für Technologie (KIT)

Abstract:

This paper presents a novel automated workflow for the generation of validated digital models of district heating networks to support the decarbonization of urban heating systems. While highresolution models are essential for optimizing urban heating, synthetic models can serve for planning of future heat grids. As such, synthetic network models constitute a central planning instrument for the heat transition, enabling the design and strategic assessment of future heat grid topologies before costly infrastructure investments are made. However, a significant gap remains between simplified synthetic models and computationally expensive full-scale simulations. To address this challenge, this paper presents an automated workflow that translates GIS data into Modelica models using comparative optimization algorithms for topology generation and automated hydraulic sizing. The framework’s accuracy is proven through a rigorous three-level validation procedere using real-world data from the KIT Campus Nord (Germany), evaluating physical consumer behavior, topological fidelity, and computational efficiency. Through diagnostic simulations of network deficits, the present paper demonstrates that the proposed method achieves a critical balance between efficiency and physical accuracy. ... mehr


Volltext §
DOI: 10.5445/IR/1000198936
Veröffentlicht am 09.11.2026
Originalveröffentlichung
DOI: 10.2139/ssrn.7674251
Cover der Publikation
Zugehörige Institution(en) am KIT Institut für Automation und angewandte Informatik (IAI)
Publikationstyp Forschungsbericht/Preprint
Publikationsjahr 2026
Sprache Englisch
Identifikator KITopen-ID: 1000198936
HGF-Programm 37.12.02 (POF IV, LK 01) Design,Operation & Digitalization of the Future Energy Grids
Verlag Elsevier B.V.
Umfang 16 S.
Vorab online veröffentlicht am 27.10.2026
Schlagwörter District Heating Networks, Digital Twin, GIS-based Modeling, Modelica, Control Engineering
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