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Automated Generation of an Energy Simulation Model for an Existing Building from UAV Imagery

  • An approach to automatically generate a dynamic energy simulation model in Modelica for a single existing building is presented. It aims at collecting data about the status quo in the preparation of energy retrofits with low effort and costs. The proposed method starts from a polygon model of the outer building envelope obtained from photogrammetrically generated point clouds. The open-source tools TEASER and AixLib are used for data enrichment and model generation. A case study was conducted on a single-family house. The resulting model can accurately reproduce the internal air temperatures during synthetical heating up and cooling down. Modelled and measured whole building heat transfer coefficients (HTC) agree within a 12% range. A sensitivity analysis emphasises the importance of accurate window characterisations and justifies the use of a very simplified interior geometry. Uncertainties arising from the use of archetype U-values are estimated by comparing different typologies, with best- and worst-case estimates showing differences in pre-retrofit heat demand of about ±20% to the average; however, as the assumptions made are permitted by some national standards, the method is already close to practical applicability and opens up a path to quickly estimate possible financial and energy savings after refurbishment.

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Metadaten
Author:Philip GorzalkaORCiD, Jacob Estevam SchmiedtORCiD, Christian Schorn
DOI:https://doi.org/10.3390/buildings11090380
ISSN:2075-5309
Parent Title (English):Buildings
Publisher:MDPI
Place of publication:Basel
Document Type:Article
Language:English
Year of Completion:2021
Date of first Publication:2021/08/26
Date of the Publication (Server):2023/01/26
Tag:Modelica; building energy modelling; building energy simulation; heat demand; heat transfer coefficient
Volume:11
Issue:9
Length:15 Seiten
Note:
This article belongs to the Special Issue "Application of Computer Technology in Buildings"
Link:https://doi.org/10.3390/buildings11090380
Zugriffsart:weltweit
Institutes:FH Aachen / Solar-Institut Jülich
collections:Verlag / MDPI
Open Access / Gold
Licence (German):License LogoCreative Commons - Namensnennung