id |
caadria2024_514 |
authors |
Yildiz, Burak, Cuartero, Javier, Mostafavi, Fatemeh and Khademi, Seyran |
year |
2024 |
title |
BatchPlan: A Large Scale Solution for Floor Plan Extraction |
doi |
https://doi.org/10.52842/conf.caadria.2024.1.201
|
source |
Nicole Gardner, Christiane M. Herr, Likai Wang, Hirano Toshiki, Sumbul Ahmad Khan (eds.), ACCELERATED DESIGN - Proceedings of the 29th CAADRIA Conference, Singapore, 20-26 April 2024, Volume 1, pp. 201–210 |
summary |
The development of Building Information Modelling (BIM) has enabled new opportunities, such as standard data storage and collaborative building design. Moreover, there exist many Life Cycle Assessment (LCA) tools and Building Energy Performance (BEP) simulators that use the Industry Foundation Classes (IFC) exports of BIM platforms as input for further operational analysis. While the extracted IFC files contain numerical and tabular data from the BIM model, the visual data including floor plans and section drawings is often obtained directly from the original 3D software such as REVIT. In this study, we introduce an open-source solution, BatchPlan, for batch processing IFC files of medium- and high-rise building projects, leading to floor plan extraction on a large scale. Furthermore, we have designed a user-friendly graphical interface that allows users to select floors manually. BatchPlan is based on open-source Python packages; thus users can easily edit and adapt it to their specific requirements. The presented solution enables a scalable data generation pipeline for downstream tasks that require extensive quantitative analysis, such as machine learning models to perform material detection, volume estimation, and environmental impact prediction. |
keywords |
floor plan extraction, Industry Foundation Classes (IFC), Building Information Modelling (BIM), architectural technical drawings, big data |
series |
CAADRIA |
email |
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full text |
file.pdf (1,253,434 bytes) |
references |
Content-type: text/plain
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Björk, B. C., & Laakso, M. (2010)
CAD standardisation in the construction industry - A process view
, Automation in Construction, 19(4), 398-406. https://doi.org/10.1016/J.AUTCON.2009.11.010
|
|
|
|
Deng, X., & Lu, K. (2023)
BIMvision
, Journal of Building Engineering, 72. https://doi.org/10.1016/j.jobe.2023.106705
|
|
|
|
Elagiry, M., Bourreau, P., Charbel, N., & De Angelis, E. (2020)
IFC to Building Energy Performance Simulation: A systematic review of the main adopted tools and approaches
, BauSIM 2020 - 8th Conference of IBPSA Germany and Austria
|
|
|
|
Jiang, S., Jiang, L., Han, Y., Wu, Z., & Wang, N. (2019)
The open source IFC toolkit and geometry engine
, Applied Sciences 2019, Vol. 9, Page 5358, 9(24), 5358. https://doi.org/10.3390/APP9245358
|
|
|
|
Kim, H., Kim, S., & Yu, K. (2021)
KAAN Architecten - Netherlands based architectural firm
, ISPRS International Journal of Geo-Information, 10(12). https://doi.org/10.3390/ijgi10120828
|
|
|
|
Lai, H., Deng, X., & Chang, T.-Y. P. (2019)
BIM-Based Platform for Collaborative Building Design and Project Management
, Journal of Computing in Civil Engineering, 33(3), 05019001. https://doi.org/10.1061/(ASCE)CP.1943-5487.0000830/ASSET/A68C72D6-F281-4755-8C15-EA811AA6B442/ASSETS/IMAGES/LARGE/FIGURE11.JPG
|
|
|
|
Liu, L., Li, B., Zlatanova, S., & van Oosterom, P. (2021)
Indoor navigation supported by the Industry Foundation Classes (IFC): A survey
, Automation in Construction, 121, 103436. https://doi.org/10.1016/J.AUTCON.2020.103436
|
|
|
|
Pan, Z., Yu, Y., Xiao, F., & Zhang, J. (2023)
Recovering building information model from 2D drawings for mechanical, electrical and plumbing systems of ageing buildings
, Automation in Construction, 152, 104914. https://doi.org/10.1016/J.AUTCON.2023.104914
|
|
|
|
Pizarro, P. N., Hitschfeld, N., Sipiran, I., & Saavedra, J. M. (2022)
Automatic floor plan analysis and recognition
, Automation in Construction, 140(April), 104348. https://doi.org/10.1016/j.autcon.2022.104348
|
|
|
|
Santos, R., Costa, A. A., Silvestre, J. D., & Pyl, L. (2019)
GitHub - tpaviot/pythonocc-core: Python package for 3D CAD/BIM/PLM/CAM
, Automation in Construction, 103, 127-149. https://doi.org/10.1016/J.AUTCON.2019.02.011
|
|
|
|
Viegas, A. G. (2023)
Modified Swiss Dwellings: A ML-ready Floor Plan Dataset of Residential Building Complexes
, js Open source IFC library. https://github.com/IFCjs
|
|
|
|
Xu, J., Teng, Y., Pan, W., & Zhang, Y. (2022)
making building information flow
, Journal of Cleaner Production, 374, 133894. https://doi.org/10.1016/J.JCLEPRO.2022.133894
|
|
|
|
Yeung, J., J Hahn Menacho, A., Marvuglia, A., Navarrete Gutiérrez, T., Beach, T., & Rezgui, Y. (2023)
An open building information modelling based co-simulation architecture to model building energy and environmental life cycle assessment: A case study on two buildings in the United Kingdom and Luxembourg
, Renewable and Sustainable Energy Reviews, 183, 113419. https://doi.org/10.1016/J.RSER.2023.113419
|
|
|
|
Yin, M., Tang, L., Zhou, T., Wen, Y., Xu, R., & Deng, W. (2020)
Carbon Image Project
, Automation in Construction, 113. https://doi.org/10.1016/j.autcon.2020.103082
|
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last changed |
2024/11/17 22:05 |
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