Opportunities and challenges of ChatGPT for design knowledge management

X Hu, Y Tian, K Nagato, M Nakao, A Liu - Procedia cirp, 2023 - Elsevier
Abstract Recent advancements in Natural Language Processing have opened up new
possibilities for the development of large language models like ChatGPT, which can …

Semantic networks for engineering design: state of the art and future directions

J Han, S Sarica, F Shi, J Luo - Journal of …, 2022 - asmedigitalcollection.asme.org
In the past two decades, there has been increasing use of semantic networks in engineering
design for supporting various activities, such as knowledge extraction, prior art search, idea …

Review of artificial intelligence applications in engineering design perspective

N Yüksel, HR Börklü, HK Sezer, OE Canyurt - Engineering Applications of …, 2023 - Elsevier
Having passed the primitive phases and starting to revolutionize many different fields in
some way, artificial intelligence is on its way to becoming a disruptive technology. It is also …

Generative transformers for design concept generation

Q Zhu, J Luo - Journal of Computing and Information …, 2023 - asmedigitalcollection.asme.org
Generating novel and useful concepts is essential during the early design stage to explore a
large variety of design opportunities, which usually requires advanced design thinking ability …

Guiding data-driven design ideation by knowledge distance

J Luo, S Sarica, KL Wood - Knowledge-Based Systems, 2021 - Elsevier
Data-driven conceptual design methods and tools aim to inspire human ideation for new
design concepts by providing external inspirational stimuli. In prior studies, the stimuli have …

Natural language processing in-and-for design research

L Siddharth, L Blessing, J Luo - Design Science, 2022 - cambridge.org
We review the scholarly contributions that utilise natural language processing (NLP)
techniques to support the design process. Using a heuristic approach, we gathered 223 …

Idea generation with technology semantic network

S Sarica, B Song, J Luo, KL Wood - AI EDAM, 2021 - cambridge.org
There are growing efforts to mine public and common-sense semantic network databases
for engineering design ideation stimuli. However, there is still a lack of design ideation aids …

Machine learning-based design concept evaluation

B Camburn, Y He… - Journal of …, 2020 - asmedigitalcollection.asme.org
In order to develop novel solutions for complex systems and in increasingly competitive
markets, it may be advantageous to generate large numbers of design concepts and then to …

A novel function-structure concept network construction and analysis method for a smart product design system

Q Liu, K Wang, Y Li, C Chen, W Li - Advanced Engineering Informatics, 2022 - Elsevier
The rapid growth of data and the requirement of designers to track massive data to obtain
design stimuli have posed challenges to conceptual design, thereby promoting the …

Deriving design feature vectors for patent images using convolutional neural networks

S Jiang, J Luo, G Ruiz-Pava… - Journal of …, 2021 - asmedigitalcollection.asme.org
The patent database is often used by designers to search for inspirational stimuli for
innovative design opportunities because of the large size, extensive variety, and the …