id |
caadria2024_71 |
authors |
Zhang, Yi, Peng, Ziyu and Lu, Weisheng |
year |
2024 |
title |
Participatory Space Auto-Encapsulation: Bridging Human Relationships to Building Typology with Machine Intelligence |
doi |
https://doi.org/10.52842/conf.caadria.2024.2.231
|
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 2, pp. 231–240 |
summary |
Co-living housing is often designed with a high extent of interunit repetitiveness. This characteristic can undermine human well-being and social equality. A participatory system compensates for these stereotypes yet remains defective in the deprivation of expert knowledge and slow algorithmic feedback speed, both of which could restrain the manifested level of collective intelligence in the decision-making process. Therefore, we propose a customized co-living housing design process so that the participatory system can be professionalized and accelerated, simultaneously. With few studies focused on the network-level nexuses in human demands and spatial arrangements, our novel AI-embedded platform, SN2S (Social-Network-to-Space), innovatively transforms spatial social networks into 3D design solutions while employing compound and decentralized decision processes. A knowledge translator will first map the occupancy social networks into spatial correlations through graph-based machine learning. Then, a design generator will expand the spatial graph into a detailed layout, thereby synthesizing 3D shapes. Overall, the proposed data-driven paradigm understands co-living housing design from the social network perspective. It adapts to social dynamics and accelerates design speed, enabling a provocative participatory design system. |
keywords |
social-network-to-space, machine learning, participatory system, co-living housing, accelerated design |
series |
CAADRIA |
email |
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full text |
file.pdf (3,006,365 bytes) |
references |
Content-type: text/plain
|
Andris, C., & Sarkar, D. (2022)
Social networks in space
, Chapters, 400-415
|
|
|
|
Bhatia, N., & Steinmuller, A. (2018)
Spatial models for the domestic commons: Communes, co-living and cooperatives
, Architectural Design, 88(4), 120-127. https://doi.org/10.1002/ad.2329
|
|
|
|
Di Mascio, D., & Dalton, R. (2017)
Using Serious Games to Establish a Dialogue Between Designers and Citizens in Participatory Design: The Architectural Portal of Peoples Narratives
, Serious Games and Edutainment Applications: Volume II, 433-454. https://doi.org/10.1007/978-3-319-51645-5_20
|
|
|
|
Gupta, J. K., Egorov, M., & Kochenderfer, M. (2017)
Cooperative Multi-agent Control Using Deep Reinforcement Learning
, G. Sukthankar & J. A. Rodriguez-Aguilar (Eds.), Autonomous Agents and Multiagent Systems (pp. 66-83). Springer International Publishing
|
|
|
|
Hernandez, D., & Swope, C. B. (2019)
Housing as a platform for health and equity: evidence and future directions
, American journal of public health, 109(10), 1363-1366. https://doi.org/10.2105/AJPH.2019.305210
|
|
|
|
Hu, R., Huang, Z., Tang, Y., Van Kaick, O., Zhang, H., & Huang, H. (2020)
Graph2plan: Learning floorplan generation from layout graphs
, ACM Transactions on Graphics (TOG), 39(4), 118-1. https://doi.org/10.1145/3386569.3392391
|
|
|
|
Isola, P., Zhu, J. Y., Zhou, T., & Efros, A. A. (2017)
Image-to-image translation with conditional adversarial networks
, Proceedings of the IEEE conference on computer vision and pattern recognition (pp. 1125-1134)
|
|
|
|
Kim, J. Y., & Kim, Y. O. (2020)
The association of spatial configuration with social network for elderly in social housing
, Indoor and Built Environment, 29(3), 405-416. https://doi.org/10.1177/1420326X17732612
|
|
|
|
Laing, R. (2018)
Digital participation and collaboration in architectural design
, Routledge
|
|
|
|
Lu, W., Yang, Z., & Kong, L. (2023)
Identification of Learning Effects in Modular Construction Manufacturing
, Automation in Construction, 154, 105010. https://doi.org/10.1016/j.autcon.2023.105010
|
|
|
|
Ma, C. Y., & van Ameijde, J. (2021)
Participatory housing: discrete design and construction systems for high-rise housing in Hong Kong
, The 26th CAADRIA Conference Proceedings (Hong Kong) (pp. 271-280)
|
|
|
|
Rangiwhetu, L., Pierse, N., Chisholm, E., & Howden-Chapman, P. (2020)
Public housing and well-being: evaluation frameworks to influence policy
, Health Education & Behavior, 47(6), 825-835. https://doi.org/10.1177/1090198120917095
|
|
|
|
Silvonen, T. (2022)
Which Came First, Neighbourhood or Community? - Community Construction in a Self-Built Neighbourhood
, Polish Sociological Review, 217(1), 65-78
|
|
|
|
last changed |
2024/11/17 22:05 |
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