| id |
caadria2023_283 |
| authors |
Qin, Bowen, Wang, Tianyu, Dubbeldam, Winka, Korhammer, Justin, Huang, Cong, Wu, Dengguo and Jiang, Hongming |
| year |
2023 |
| title |
An Integrated Application of Building Information Modeling, Computer-Aided Manufacturing, Machine Learning, and the Internet of Things A Hybrid Stadium as a Case Study |
| source |
Immanuel Koh, Dagmar Reinhardt, Mohammed Makki, Mona Khakhar, Nic Bao (eds.), HUMAN-CENTRIC - Proceedings of the 28th CAADRIA Conference, Ahmedabad, 18-24 March 2023, pp. 119128 |
| doi |
https://doi.org/10.52842/conf.caadria.2023.1.119
|
| summary |
Using building information modeling (BIM), design teams can maximize decision-making efficiency by using one data-sharing platform and one integrated digital model. We present a novel built-project that integrates computer-aided manufacturing (CAM), machine learning, and internet of things (IoT) with a BIM process. The goal is to solve design and manufacturing problems and tightly connect virtual design data with the real-world construction process. Introducing CAM in the early phase reduces the cost of reverse engineering and optimizes material and construction costs. Machine learning has been used for curtain wall panel standardization and to solve manufacturing problems. The IoT concept focuses on directing the data stream onto real-world objects and updating the digital model using feedback from real-world monitoring. Using the integrated application in this project, a hybrid Olympic stadium, helped to accelerate the process of design and reduced the time and cost for manufacturing and construction. |
| keywords |
Building Information Modeling (BIM), Computer Aided Manufacturing (CAM), Machine Learning, Internet of Things (IoT), Panel Standardization |
| series |
CAADRIA |
| email |
|
| full text |
 file.pdf (1,331,770 bytes) |
| references |
Content-type: text/plain
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Al-Assaf, N.S. And Clayton, M. (2017)
 Representing the Aesthetics of Richard Meiers Houses Using Building Information Modeling
, The 37th Annual Conference of the Association for Computer Aided Design in Architecture, ACADIA 217 (pp. 62-71). Available at: https://doi.org/1.52842/conf.acadia.217.62.
|
|
|
|
|
Al-Assaf, N.S. And Clayton, M. (2021)
The Use of Diagrammatic Reasoning to Aid Conceptual Design in Building Information Modeling (bim)
, The 39th Education and Research in Computer Aided Architectural Design in Europe, eCAADe 221 (pp. 39-48). Available at: https://doi.org/1.52842/conf.ecaade.221.2.39.
|
|
|
|
|
Albassel, M. And Waly, M. (2021)
Applying Machine Learning to Enhance the Implementation of Egyptian Fire & Life Safety Code in Mega Projects
, The 9th International Conference of the ASCAAD 221 (pp. 7-22)
|
|
|
|
|
Alymani, Abdulrahman & Jabi, Wassim & Corcoran, Padraig (2020)
Machine Learning Methods for Clustering Architectural Precedents Classifying the Relationship Between Building and Ground
, 38th Education and Research in Computer Aided Architectural Design in Europe, eCAADe 22 (pp. 643-652), Available at: https://doi.org/1.52842/conf.ecaade.22.1.643.
|
|
|
|
|
Borrmann, A., Konig, M., Koch, C., And Beetz, J. (2018)
Building Information Modeling: Why? What? How?
, Building Information Modeling. Springer, Cham. Available at: https://doi.org/1.17/978-3-319-92862-31
|
|
|
|
|
Chaszar, A. & Beirao, J.N. (2013)
Feature Recognition and Clustering for Urban Modelling, Exploration and Analysis in Gis and Cad.
, 18th International Conference on Computer-Aided Architectural Design Research in Asia: Intelligent and Informed, CAADRIA 213 (pp. 61-61). Available at: https://doi.org/1.52842/conf.caadria.213.61.
|
|
|
|
|
Chernick, A., Morse, C., London, S., Li, T., Mnard, D., Cerone, J., And Pasquarelli, G. (2021)
On-site Bim-enabled Augmented Reality for Construction
, The 22 DigitalFUTURES. CDRF 22. Available at: https://doi.org/1.17/978-981-33-44-65
|
|
|
|
|
Cui, Q., Zhang, S., And Huang, Y. (2022)
Retail Commercial Space Clustering Based on Post-carbon Era Context: a Case Study of Shanghai.
, 27th International Conference on CAADRIA 222 (pp 515-524). Available at: https://doi.org/1.52842/conf.caadria.222.1.515.
|
|
|
|
|
Kereshmeh A., Eastman, C., And Shelde, D. (2016)
Cloud-based Bim Data Transmission: Current Status and Challenges.
, 33rd International Symposium on Automation and Robotics in Construction, ISARC 216 (pp. 173-18), Available at: https://doi.org/1.2226/ISARC216/129.
|
|
|
|
|
Meng, L.L., Graham, J., And Haeusler, M. (2020)
T-sne: a Dimensionality Reduction Tool for Design Data Visualisation
, 25th International Conference on Computer-Aided Architectural Design Research in Asia (pp. 629-638), Available at: https://doi.org/1.52842/conf.caadria.22.2.629.
|
|
|
|
|
Pottmann, H., Asperl, A., Hofer, M., And Kilian, A. (2007)
Architectural Geometry
, Bentley Institute
|
|
|
|
|
Wu, Z., Zhang, Q., Wang, T., Fang, B., And Zhou, K. (2021)
Geometrical Theory and Methods in the Parametric Design of Bending and Twisting Skew Grid Structures
, Journal of Information Technology in Civil Engineering and Architecture 13(3), 138-147. Available at: https://doi.org/1.1667/j.cnki.cn11-5823/tu.221
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| last changed |
2023/06/15 23:14 |
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