journal article·2024-04-03Open access

Developing a Framework for Data-Driven Generation of Building Information Modeling from Sketches: Enhancing Efficiency in Space Configuration and Building Performance Analysis

WoonSeong Jeong, ByungChan Kong, Sang-Guk Yum

Applied Sciences· Volume 14· Issue 7

Abstract

The demand for compact housing is on the rise, driven by the need for floor plans that accommodate stakeholders’ preferences. However, clients frequently struggle to convey their spatial needs to professionals, such as architects, due to a lack of means to present evidence, such as spatial configurations or cost projections. This study seeks to develop a methodology that translates sketched, data-driven spatial requirements into 3D building components within BIM (Building Information Modeling) to enhance spatial comprehension and offer building performance analysis, assisting in budget considerations during the initial design stages. The research methodology encompasses the formulation of a process model, its implementation, and subsequent validation. The process model outlines the data flow within the system and delineates necessary functionalities. Implementation includes the creation of systems and user interfaces for the integration of various components. Validation confirms the system’s capability to automatically transform sketched spatial requirements into BIM model elements, such as walls, floors, and roofs, and to autonomously compute material and energy expenses based on the BIM model. This system enables clients to effectively generate 3D building components from sketches, aiding stakeholders in spatial understanding and building performance evaluation through the generated BIM models.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Automated Road and Building Extraction · 3D Modeling in Geospatial Applications · 3D Surveying and Cultural Heritage

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Department of Architectural Engineering, Chungbuk National University, Cheongju 28644, Republic of Korea

Department of Civil Engineering, Gangneung-Wonju National University, Gangneung 25457, Republic of Korea

Funding

Ministry of Education

References (23)

Show source-provided references
1. Housing Policy Responding to One-person Households Increase
2. The Effects of Housing Cost Burden on Housing Choice: Differences by Household Type10.26700/shuri.2021.12.11.3.17 ↗
3. A Study on the Spatial Composition of Urban Small-Housing for 1·2 People Household—Focused on domestic and Japanese narrow housing cases
4. An Approach to the Graph-based Representation and Analysis of Building Circulation using BIM—MRP Graph Structure as an Extension of UCN
5. Knowledge Modeling for heritage Conservation process: From Survey to Hbim Implementation
6. Integrating building information modeling and life cycle assessment in the early and detailed building design stages10.1016/j.buildenv.2019.01.034 ↗
7. Development of a BIM based Energy Performance Evaluation Method for Buildings with a Twisted Shape in Early Design Stage
8. Extending a BIM-based data model to support 3D digital management of complex ownership spaces10.1080/13658816.2016.1207775 ↗
9. Building information modelling based building energy modelling: A review10.1016/j.apenergy.2019.01.032 ↗
10. A Study on the Development of a BIM-based Spatial Planning Simulation System for Architectural Planning Stage Support
11. Cost Estimation of Case-Based Reasoning Using Hybrid Genetic Algorithm-Focusing on Local Search Method Using Correlation Analysis
12. Training Floorplan Sketches and Applying to the Spatial Design—Focused on the Development of Automated BIM Modeling module from Floor Plan Sketches in the Early Stage of Design
13. National Institute of Standards and Technology (1993). FIPS Publication 183: Integration Definition of Function Modeling (IDEF0).
14. Pytorch: An imperative style, high-performance deep learning library
15. Xu, Y., Xu, W., Cheung, D., and Tu, Z. (2021, January 20–25). Line segment detection using transformers without edges. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, Nashville, TN, USA.10.1109/CVPR46437.2021.00424 ↗
16. (2024, March 02). Autodesk Revit Software | Get Prices & Buy Official Revit 2024. Available online: https://www.autodesk.eu/products/revit/overview.
17. Van Rossum, G., and Drake, F.L. (2009). Python 3 Reference Manual, Python Software Found.
18. The openCV library
19. (2024, March 02). Dynamo Studio|Computational BIM Design Software|Autodesk. Available online: https://www.autodesk.com/products/dynamo-studio/overview.
20. UNet++: A Nested U-Net Architecture for Medical Image Segmentation
21. Road extraction by deep residual u-net10.1109/LGRS.2018.2802944 ↗
22. Kingma, D.P., and Ba, J. (2015, January 7–9). Adam: A Method for Stochastic Optimization. Proceedings of the ICLR, San Diego, CA, USA.
23. A fast parallel algorithm for thinning digital patterns10.1145/357994.358023 ↗