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

Zeyin Song, Jinghan Qiu*, Hao Zheng, Shu Xiao

*Corresponding author for this work

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

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.
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
EventThe 5th Asia Conference of International Building Performance Simulation Association 2024 - Osaka University Nakanoshima Center, Osaka, Japan
Duration: 8 Dec 202410 Dec 2024
https://www.asim2024.org/

Publication series

NameProceedings of ASim
Volume5

Conference

ConferenceThe 5th Asia Conference of International Building Performance Simulation Association 2024
Abbreviated titleASim 2024
PlaceJapan
CityOsaka
Period8/12/2410/12/24
Internet address

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 9 - Industry, Innovation, and Infrastructure
    SDG 9 Industry, Innovation, and Infrastructure

Research Keywords

  • Human-centered generation design
  • Furniture Manufacturing Design
  • Diffusion model
  • Topological optimization
  • Computer Numerical Control

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