CumInCAD is a Cumulative Index about publications in Computer Aided Architectural Design
supported by the sibling associations ACADIA, CAADRIA, eCAADe, SIGraDi, ASCAAD and CAAD futures

PDF papers
References
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
full text file.pdf (3,006,365 bytes)
references Content-type: text/plain
Details Citation Select
100%; open Andris, C., & Sarkar, D. (2022) Find in CUMINCAD Social networks in space , Chapters, 400-415

100%; open Bhatia, N., & Steinmuller, A. (2018) Find in CUMINCAD Spatial models for the domestic commons: Communes, co-living and cooperatives , Architectural Design, 88(4), 120-127. https://doi.org/10.1002/ad.2329

100%; open Di Mascio, D., & Dalton, R. (2017) Find in CUMINCAD 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

100%; open Gupta, J. K., Egorov, M., & Kochenderfer, M. (2017) Find in CUMINCAD 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

100%; open Hernandez, D., & Swope, C. B. (2019) Find in CUMINCAD 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

100%; open Hu, R., Huang, Z., Tang, Y., Van Kaick, O., Zhang, H., & Huang, H. (2020) Find in CUMINCAD Graph2plan: Learning floorplan generation from layout graphs , ACM Transactions on Graphics (TOG), 39(4), 118-1. https://doi.org/10.1145/3386569.3392391

100%; open Isola, P., Zhu, J. Y., Zhou, T., & Efros, A. A. (2017) Find in CUMINCAD Image-to-image translation with conditional adversarial networks , Proceedings of the IEEE conference on computer vision and pattern recognition (pp. 1125-1134)

100%; open Kim, J. Y., & Kim, Y. O. (2020) Find in CUMINCAD 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

100%; open Laing, R. (2018) Find in CUMINCAD Digital participation and collaboration in architectural design , Routledge

100%; open Lu, W., Yang, Z., & Kong, L. (2023) Find in CUMINCAD Identification of Learning Effects in Modular Construction Manufacturing , Automation in Construction, 154, 105010. https://doi.org/10.1016/j.autcon.2023.105010

100%; open Ma, C. Y., & van Ameijde, J. (2021) Find in CUMINCAD Participatory housing: discrete design and construction systems for high-rise housing in Hong Kong , The 26th CAADRIA Conference Proceedings (Hong Kong) (pp. 271-280)

100%; open Rangiwhetu, L., Pierse, N., Chisholm, E., & Howden-Chapman, P. (2020) Find in CUMINCAD Public housing and well-being: evaluation frameworks to influence policy , Health Education & Behavior, 47(6), 825-835. https://doi.org/10.1177/1090198120917095

100%; open Silvonen, T. (2022) Find in CUMINCAD 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
pick and add to favorite papersHOMELOGIN (you are user _anon_851365 from group guest) CUMINCAD Papers Powered by SciX Open Publishing Services 1.002