Human-Centered Generative AI Framework in Intelligent Construction : A Case Study on Furniture Manufacturing Design

Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

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Author(s)

Detail(s)

Original languageEnglish
Title of host publicationProceedings of ASim Conference 2024
Subtitle of host publicationThe 5th Asia Conference of International Building Performance Simulation Association 2024
Place of PublicationJapan
PublisherInternational Building Performance Simulation Association (IBPSA)
Pages1505-1512
Edition2024
Publication statusPublished - Dec 2024

Publication series

NameProceedings of ASim
Volume5

Conference

TitleThe 5th Asia Conference of International Building Performance Simulation Association 2024
LocationOsaka University Nakanoshima Center
PlaceJapan
CityOsaka
Period8 - 10 December 2024

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).

Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review