id |
caadria2024_49 |
authors |
Lu, Owen Zhiyuan, Meng, Leo Lin, Ramos Jaime, Cristina and Haeusler, M. Hank |
year |
2024 |
title |
Clicking is All You Need: Implementing Wave Function Collapse in Early-Stage Design for Manufacturing and Assembly Projects |
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. 303–312 |
doi |
https://doi.org/10.52842/conf.caadria.2024.1.303
|
summary |
Wave Function Collapse (WFC) is a constraint-solving algorithm inspired by the quantum mechanics process. However, few attempts have been made in the Architectural, Engineering, and Construction (AEC) industry. WFC literature indicates that it is constrained by its low-fidelity, stochastic process, making it hard to apply in real-world designs, hence its potential lack of application in the AEC sector. Yet this research sees an opportunity in Design for Manufacturing and Assembly (DfMA). Unlike typical architectural projects, DfMA is often more constrained due to modularity. How the DfMA modularity benefits and constricts the spatial planning process, and if such a priori modular definition better informs the design process, is yet to be explored. Thus, how can the highly constrained spatial rules in DfMA architectural design be used in implementing WFC for higher-fidelity fast design concept prototyping? During the research, a prototype was experimented with and implemented while demonstrating several advantages jointly inherited from both the DfMA and WFC, namely (a) high-resolution rapid prototyping with little user intervention for early-stage DfMA and (b) further building material and topological analytics, were enabled for decision support. Hence, this paper addressed the rarely discussed early-stage design problems in the DfMA lifecycle and contributed to a real-world architectural project-based implementation of WFC integrated into an automated computer-aided architectural design workflow inspired by DfMA’s modularity that aligns with Sustainable Development Goals (SDGs) of 11 Sustainable Cities and Communities and 12 Responsible Consumption and Production. |
keywords |
Wave Function Collapse (WFC), Decision Support Tool, Computational Design, Design for Manufacturing and Assembly (DfMA), Modular Building and Construction. |
series |
CAADRIA |
email |
|
full text |
file.pdf (1,453,150 bytes) |
references |
Content-type: text/plain
|
Abd Razak, M. I., Khoiry, M. A., Wan Badaruzzaman, W. H., & Hussain, A. H. (2022)
DfMA for a Better Industrialised Building System
, Buildings, 12(6), Article 6. https://doi.org/10.3390/buildings12060794
|
|
|
|
Abrishami, S., & Martín-Duran, R. (2021)
BIM and DfMA: A Paradigm of New Opportunities
, Sustainability, 13(17), Article 17. https://doi.org/10.3390/su13179591
|
|
|
|
Herr, C. M., & Ford, R. C. (2016)
Cellular automata in architectural design: From generic systems to specific design tools
, Automation in Construction, 72, 39-45. https://doi.org/10.1016/j.autcon.2016.07.005
|
|
|
|
Laovisutthichai, V., & Lu, W. (2021)
Architectural Design for Manufacturing and Assembly for Sustainability
, S. S. Y. Lau, J. Li, S. Hao, & S. Lu (Eds.), Design and Technological Applications in Sustainable Architecture (pp. 219-233). Springer International Publishing. https://doi.org/10.1007/978-3-030-80034-5_15
|
|
|
|
Latifi, M., Mahdavinezhad, M. J., & Diba, D. (2016)
Understanding Genetic Algorithms in Architecture
, The Turkish Online Journal of Design, Art and Communication, 6(AGSE), 1385-1400. https://doi.org/10.7456/1060AGSE/023
|
|
|
|
Lin, B., Jabi, W., & Diao, R. (2020)
Urban space simulation based on wave function collapse and convolutional neural network
, Proceedings of the 11th Annual Symposium on Simulation for Architecture and Urban Design, 1-8
|
|
|
|
Lioret, A., Ruche, N., Gibiat, E., & Chopin, C. (2022)
GAN applied to Wave Function Collapse for procedural map generation
, ACM SIGGRAPH 2022 Posters, 1-2. https://doi.org/10.1145/3532719.3543198
|
|
|
|
Mesa, J. A., Esparragoza, I., & Maury, H. (2020)
Modular architecture principles - MAPs: A key factor in the development of sustainable open architecture products
, International Journal of Sustainable Engineering, 13(2), 108-122. https://doi.org/10.1080/19397038.2019.1634157
|
|
|
|
Nisztuk, M., & Myszkowski, P. B. (2019)
Hybrid Evolutionary Algorithm applied to Automated Floor Plan Generation
, International Journal of Architectural Computing, 17(3), 260-283. https://doi.org/10.1177/1478077119832982
|
|
|
|
School Infrastructure NSW (2021)
PS Example Standard Hub Layouts
, School Infrastructure NSW
|
|
|
|
School Infrastructure NSW (2020)
DfMA System Guideline
, School Infrastructure NSW
|
|
|
|
Sein, M. K., Henfridsson, O., Purao, S., Rossi, M., & Lindgren, R. (2011)
Action Design Research
, MIS Quarterly, 35(1), 37-56. https://doi.org/10.2307/23043488
|
|
|
|
Sevkli, A. Z., & Hamza, K. A. (2019)
General variable neighborhood search for solving Sudoku puzzles: Unfiltered and filtered models
, Soft Computing, 23(15), 6585-6601. https://doi.org/10.1007/s00500-018-3307-6
|
|
|
|
Tan, T., Lu, W., Tan, G., Xue, F., Chen, K., Xu, J., Wang, J., & Shang, G. (2020)
Construction-Oriented Design for Manufacture and Assembly (DfMA) Guidelines
, Journal of Construction Engineering and Management, 146, 04020085. https://doi.org/10.1061/(ASCE)CO.1943-7862.0001877
|
|
|
|
Villaggi, L., Stoddart, J., & Gaier, A. (2023)
Harnessing Game-Inspired Content Creation for Intuitive Generative Design and Optimization
, C. Gengnagel, O. Baverel, G. Betti, M. Popescu, M. R. Thomsen, & J. Wurm (Eds.), Towards Radical Regeneration (pp. 149-160). Springer International Publishing. https://doi.org/10.1007/978-3-031-13249-0_13
|
|
|
|
Von Neumann, J. (1955)
Mathematical foundations of quantum mechanics
, Princeton, N.J.: Princeton University Press. http://archive.org/details/mathematicalfoun0613vonn
|
|
|
|
Wang, Y., & Wei, C. (2021)
Design optimization of office building envelope based on quantum genetic algorithm for energy conservation
, Journal of Building Engineering, 35, 102048. https://doi.org/10.1016/j.jobe.2020.102048
|
|
|
|
Watanabe, M. S. (2002)
Induction Design: A Method for Evolutionary Design | SpringerLink (1st ed).
, Birkhäuser Basel. https://link.springer.com/book/9783764366414
|
|
|
|
Yuan, Z., Sun, C., & Wang, Y. (2018)
Design for Manufacture and Assembly-oriented parametric design of prefabricated buildings
, Automation in Construction, 88, 13-22. https://doi.org/10.1016/j.autcon.2017.12.021
|
|
|
|
last changed |
2024/11/17 22:05 |
|