Human-Centered Generative AI Framework in Intelligent Construction : A Case Study on Furniture Manufacturing Design
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Author(s)
Related Research Unit(s)
Detail(s)
Original language | English |
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Title of host publication | Proceedings of ASim Conference 2024 |
Subtitle of host publication | The 5th Asia Conference of International Building Performance Simulation Association 2024 |
Place of Publication | Japan |
Publisher | International Building Performance Simulation Association (IBPSA) |
Pages | 1505-1512 |
Edition | 2024 |
Publication status | Published - Dec 2024 |
Publication series
Name | Proceedings of ASim |
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Volume | 5 |
Conference
Title | The 5th Asia Conference of International Building Performance Simulation Association 2024 |
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Location | Osaka University Nakanoshima Center |
Place | Japan |
City | Osaka |
Period | 8 - 10 December 2024 |
Link(s)
Permanent Link | https://scholars.cityu.edu.hk/en/publications/publication(8d7785d0-a4c3-428b-811e-c15ee9eb9aa3).html |
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Abstract
This study introduces a human-centered Generative Artificial Intelligence (GAI) design approach, emphasizing its application in the field of intelligent architecture, with a particular focus on furniture manufacturing design as a case study. This method integrated stable diffusion technology and leverages optimization algorithms to create designs that not only meet structural requirements but also accurately reflect human preferences. Initiated by user-generated 2D sketches, implicit features were captured through technologies such as stable diffusion, resulting in designs that align with the user's unique style. The outputted designs underwent topological optimization to enhance material performance and structural stability. Subsequently, modifications and production were seamlessly executed through the robotic arms. The results demonstrated that the proposed method effectively provides users with a diverse range of stylistic designs, allowing for easy modifications based on text prompts and manuscripts. This study contributed to optimizing the architectural design workflow and providing a structured solution for handling AI-generated outputs.
Research Area(s)
- Human-centered generation design, Furniture Manufacturing Design, Diffusion model, Topological optimization, Computer Numerical Control
Citation Format(s)
Human-Centered Generative AI Framework in Intelligent Construction: A Case Study on Furniture Manufacturing Design. / Song, Zeyin; Qiu, Jinghan; Zheng, Hao et al.
Proceedings of ASim Conference 2024: The 5th Asia Conference of International Building Performance Simulation Association 2024. 2024. ed. Japan: International Building Performance Simulation Association (IBPSA), 2024. p. 1505-1512 (Proceedings of ASim; Vol. 5).
Proceedings of ASim Conference 2024: The 5th Asia Conference of International Building Performance Simulation Association 2024. 2024. ed. Japan: International Building Performance Simulation Association (IBPSA), 2024. p. 1505-1512 (Proceedings of ASim; Vol. 5).
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review