| id |
caadria2024_204 |
| authors |
Sun, Mingli, Buš, Peter, Chen, Jianhao and Sun, Kenan |
| year |
2024 |
| title |
Co-Intelligent Design Toward Modular Structures |
| doi |
https://doi.org/10.52842/conf.caadria.2024.3.171
|
| 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 3, pp. 171–180 |
| summary |
Modular structures with repeating configurations are a common type of building that consists of identical unit components arranged in a specific way. Design reasoning for such structures is an unstructured and unique process that relies on the designer's intuition and rational reasoning. However, repetitive design movements often become time-consuming and energy-draining. In the era of artificial intelligence, a crucial question is whether machines can replicate the design reasoning behaviours of human designers. This research aims to integrate the strength of human unique capabilities, like creativity, intuition, and design skills, with machine-emulating creativity, applied in the modular structure design while addressing production efficiency. It has shown that the Agent can mimic the designer's stacking approach to modular structure design by utilising Generative Adversarial Imitation Learning (GAIL) and Proximal Policy Optimization (PPO). Such a co-intelligent design method facilitates the creation of diverse modular structures. |
| keywords |
Design Reasoning, Co-intelligent Design, Modular Structures, Generative Adversarial Imitation Learning |
| series |
CAADRIA |
| email |
|
| full text |
 file.pdf (4,359,583 bytes) |
| references |
Content-type: text/plain
|
Berawi, M. A., Zagloel, T. Y., Ariq, M. N. & Sari, M. (2021)
 A Blockchain-Based BIM Model for the Smart Building Planning Process
, Proceedings of the 3rd International Scientific Conference on Innovations in Digital Economy, 253-261. https://doi.org/10.1145/3527049.3527140
|
|
|
|
|
Figueiredo, K., Hammad, A. W. A., Haddad, A., & Tam, V. W. Y. (2022)
What Is the Blockchain Oracle Problem? Why Cant Blockchains Solve It?
, Journal of Cleaner Production, 343, 131047. https://doi.org/10.1016/j.jclepro.2022.131047
|
|
|
|
|
Jeong, D. Y. & Kim, H. J. (2022)
The Advent of the New Architectural Profession through BIM
, Buildings, 12(8), Article 8. https://doi.org/10.3390/buildings12081134
|
|
|
|
|
Li, J., Greenwood, D., & Kassem, M. (2019)
Blockchain in the built environment and construction industry: A systematic review, conceptual models and practical use cases
, Automation in Construction, 102, 288-307. https://doi.org/10.1016/j.autcon.2019.02.005
|
|
|
|
|
Li, X., Lu, W., Xue, F., Wu, L., Zhao, R., Lou, J., & Xu, J. (2022)
Blockchain-Enabled IoT-BIM Platform for Supply Chain Management in Modular Construction
, Journal of Construction Engineering and Management, 148(2), 04021195. https://doi.org/10.1061/(ASCE)CO.1943-7862.0002229
|
|
|
|
|
Lubbe, W., Ham-Baloyi, W. ten, & Smit, K. (2020)
The integrative literature review as a research method: A demonstration review of research on neurodevelopmental supportive care in preterm infants
, Journal of Neonatal Nursing, 26(6), 308-315. https://doi.org/10.1016/j.jnn.2020.04.006
|
|
|
|
|
Nugroho, R. P., Zuiderwijk, A., Janssen, M., and de, J. M. (2015)
A comparison of national open data policies: Lessons learned
, Transforming Government: People, Process and Policy, 9(3), 286-308. https://doi.org/10.1108/TG-03-2014-0008
|
|
|
|
|
Turk, Ž., and Klinc, R. (2017)
Potentials of Blockchain Technology for Construction Management
, Procedia Engineering, 196, 638-645. https://doi.org/10.1016/j.proeng.2017.08.052
|
|
|
|
|
Wang, J., Shen, Y., Xiong, X., Wang, X., and Fang, X. (2022)
Research on multi-person collaborative design of BIM drawing based on blockchain
, Scientific Reports, 12(1), Article 1. https://doi.org/10.1038/s41598-022-20321-5
|
|
|
|
|
Xue, F., and Lu, W. (2020)
A semantic differential transaction approach to minimizing information redundancy for BIM and blockchain integration
, Automation in Construction, 118, 103270. https://doi.org/10.1016/j.autcon.2020.103270
|
|
|
|
|
Ye, Z., Yin, Â. M., Tang, L., and Jiang, H. (2018)
Cup-of-Water Theory: A Review on the Interaction of BIM, IoT and Blockchain During the Whole Building Lifecycle
, ISARC Proceedings, 478-486
|
|
|
|
| last changed |
2024/11/17 22:05 |
|
