Data-driven design-by-analogy: state-of-the-art and future directions

S Jiang, J Hu, KL Wood, J Luo - Journal of …, 2022 - asmedigitalcollection.asme.org
Abstract Design-by-analogy (DbA) is a design methodology wherein new solutions,
opportunities, or designs are generated in a target domain based on inspiration drawn from …

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 …

Stopwords in technical language processing

S Sarica, J Luo - Plos one, 2021 - journals.plos.org
There are increasing applications of natural language processing techniques for information
retrieval, indexing, topic modelling and text classification in engineering contexts. A standard …

Engineering knowledge graph from patent database

L Siddharth, LTM Blessing… - … of Computing and …, 2022 - asmedigitalcollection.asme.org
We propose a large, scalable engineering knowledge graph, comprising sets of real-world
engineering “facts” as< entity, relationship, entity> triples that are found in the patent …

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 …

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 …

WikiLink: An encyclopedia-based semantic network for design creativity

H Zuo, Q Jing, T Song, L Sun, P Childs, L Chen - Journal of intelligence, 2022 - mdpi.com
Data-driven design is a process to reuse data sources and provide valuable information to
provoke creative ideas in the stages of design. However, existing semantic networks for …

A semantic data-driven knowledge base construction method to assist designers in design inspiration based on traditional motifs

X Hou, B Gou, D Chen, J Chu - Advanced Engineering Informatics, 2023 - Elsevier
Directing at the problem of inaccurate expression of tacit knowledge and low heuristic of
retrieval results in the design inspiration drawing process of designers based on traditional …

Distributed representation learning and intelligent retrieval of knowledge concepts for conceptual design

H Yu, W Zhao, Q Zhao - Advanced Engineering Informatics, 2022 - Elsevier
Data-driven conceptual design is rapidly emerging as a powerful approach to generate
novel and meaningful ideas by leveraging external knowledge especially in the early design …

Patent data for engineering design: A critical review and future directions

S Jiang, S Sarica, B Song, J Hu… - … of Computing and …, 2022 - asmedigitalcollection.asme.org
Patent data have long been used for engineering design research because of its large and
expanding size and widely varying massive amount of design information contained in …