Deriving Design Knowledge Graph for Complex Sociotechnical Systems Using the AIA Design Thinking

The AIA design thinking has been validated in complex design tasks, which includes three overlapping design thinking fields and uses the knowledge field theory as a theoretical mechanism of knowledge flow among design thinking fields. Meanwhile, the design of complex sociotechnical systems highly re...

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Autores principales:	Tao Shen, Chan Gao, Yukari Nagai, Wei Ou
Formato:	article
Lenguaje:	EN
Publicado:	Hindawi Limited 2021
Materias:	Telecommunication TK5101-6720
Acceso en línea:	https://doaj.org/article/3d82625ef1734fb0a2a83d1257fac4ff
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id	oai:doaj.org-article:3d82625ef1734fb0a2a83d1257fac4ff
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spelling	oai:doaj.org-article:3d82625ef1734fb0a2a83d1257fac4ff2021-11-22T01:11:04ZDeriving Design Knowledge Graph for Complex Sociotechnical Systems Using the AIA Design Thinking1875-905X10.1155/2021/6416061https://doaj.org/article/3d82625ef1734fb0a2a83d1257fac4ff2021-01-01T00:00:00Zhttp://dx.doi.org/10.1155/2021/6416061https://doaj.org/toc/1875-905XThe AIA design thinking has been validated in complex design tasks, which includes three overlapping design thinking fields and uses the knowledge field theory as a theoretical mechanism of knowledge flow among design thinking fields. Meanwhile, the design of complex sociotechnical systems highly relies on multidisciplinary knowledge and design methods. Despite the emergence of knowledge management techniques (ontology, expert system, text mining, etc.), designers continue to store knowledge in unstructured ways. To facilitate the integration of knowledge graph and design thinking, we introduce an integrated approach to structure design knowledge graph with the AIA design thinking, which organizes existing design knowledge through Agent (concept)-Interaction (relation)-Adaptation (concept) framework. The approach uses an optimized convolutional neural network to accomplish two tasks: building concept graph from text and stimulating design thinking information processing for complex sociotechnical system tasks. Based on our knowledge graph, the validation experiment demonstrates the advantages of promoting the designer’s extension of idea space and idea quality.Tao ShenChan GaoYukari NagaiWei OuHindawi LimitedarticleTelecommunicationTK5101-6720ENMobile Information Systems, Vol 2021 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	Telecommunication TK5101-6720
spellingShingle	Telecommunication TK5101-6720 Tao Shen Chan Gao Yukari Nagai Wei Ou Deriving Design Knowledge Graph for Complex Sociotechnical Systems Using the AIA Design Thinking
description	The AIA design thinking has been validated in complex design tasks, which includes three overlapping design thinking fields and uses the knowledge field theory as a theoretical mechanism of knowledge flow among design thinking fields. Meanwhile, the design of complex sociotechnical systems highly relies on multidisciplinary knowledge and design methods. Despite the emergence of knowledge management techniques (ontology, expert system, text mining, etc.), designers continue to store knowledge in unstructured ways. To facilitate the integration of knowledge graph and design thinking, we introduce an integrated approach to structure design knowledge graph with the AIA design thinking, which organizes existing design knowledge through Agent (concept)-Interaction (relation)-Adaptation (concept) framework. The approach uses an optimized convolutional neural network to accomplish two tasks: building concept graph from text and stimulating design thinking information processing for complex sociotechnical system tasks. Based on our knowledge graph, the validation experiment demonstrates the advantages of promoting the designer’s extension of idea space and idea quality.
format	article
author	Tao Shen Chan Gao Yukari Nagai Wei Ou
author_facet	Tao Shen Chan Gao Yukari Nagai Wei Ou
author_sort	Tao Shen
title	Deriving Design Knowledge Graph for Complex Sociotechnical Systems Using the AIA Design Thinking
title_short	Deriving Design Knowledge Graph for Complex Sociotechnical Systems Using the AIA Design Thinking
title_full	Deriving Design Knowledge Graph for Complex Sociotechnical Systems Using the AIA Design Thinking
title_fullStr	Deriving Design Knowledge Graph for Complex Sociotechnical Systems Using the AIA Design Thinking
title_full_unstemmed	Deriving Design Knowledge Graph for Complex Sociotechnical Systems Using the AIA Design Thinking
title_sort	deriving design knowledge graph for complex sociotechnical systems using the aia design thinking
publisher	Hindawi Limited
publishDate	2021
url	https://doaj.org/article/3d82625ef1734fb0a2a83d1257fac4ff
work_keys_str_mv	AT taoshen derivingdesignknowledgegraphforcomplexsociotechnicalsystemsusingtheaiadesignthinking AT changao derivingdesignknowledgegraphforcomplexsociotechnicalsystemsusingtheaiadesignthinking AT yukarinagai derivingdesignknowledgegraphforcomplexsociotechnicalsystemsusingtheaiadesignthinking AT weiou derivingdesignknowledgegraphforcomplexsociotechnicalsystemsusingtheaiadesignthinking
_version_	1718418275807789056

Deriving Design Knowledge Graph for Complex Sociotechnical Systems Using the AIA Design Thinking

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