Knowledge Base Repository
In addition to research papers, the Design Society is developing several valuable resources for those interested in the study of design. These include a repository of PhD theses, a library of case studies and transcripts of design activities, and an archive of our newsletters. Please note that these resources are accessible exclusively to Design Society members.
AI FOR CREATIVE DESIGN PROCESSES: ITS CURRENT STATE AND CHALLENGES
Koga, Tsuyoshi
Type:
Year:
2024
Editor:
Yong Se Kim; Yutaka Nomaguchi; Chun-Hsien Chen; Xiangyang Xin; Linna Hu; Meng Wang
Author:
Series:
Other endorsed
Institution:
Yamaguchi University
Page(s):
454-457
Abstract:
This paper addresses a current status and issues of generative AI by applying a trial implementation example of using AI in product design to the new design of an automobile part by die casting. This paper also indicated that it is difficult to eliminate erroneous output from an AI that has been fed unreliable data by using Transformer technology centered on attention to infer and respond to frequently occurring descriptions from data fed into the AI. In order to reduce hallucination, it is possible to make inferences while considering statistical fluctuations and uncertainties that humans are not good at by using a foundation model that has learned only from in-house data that has full knowledge of the background of the data acquisition for inference. On the other hand, the issue of the need to incorporate hardware implementation into the system due to increased power consumption.
Keywords:
