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.

Challenges for capturing data within data-driven design processes

Christopher Langner (1), Yevgeni Paliyenko (1), Benedikt Müller (1), Daniel Roth (1), Matthias R. Guertler (2), Matthias Kreimeyer (1)


Type:
Year:
2024
Editor:
Mario Štorga, Stanko Škec, Tomislav Martinec, Dorian Marjanović, Neven Pavković, Marija Majda Škec
Author:
Series:
DESIGN
Institution:
1: University of Stuttgart, Germany; 2: University of Technology Sydney, Australia
Section:
Artificial Intelligence and Data-Driven Design
Page(s):
2099-2108
DOI number:
ISSN:
2732-527X (Online)
Abstract:
Cyber-Physical-Systems provide extensive data gathering opportunities along the lifecycle, enabling data-driven design to improve the design process. However, its implementation faces challenges, particularly in the initial data capturing stage. To identify those, a comprehensive approach combining a systematic literature review and an industry survey was applied. Four groups of interrelated challenges were identified as most relevant to practitioners: data selection, data availability in systems, knowledge about data science processes and tools, and guiding users in targeted data capturing.
Keywords:

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