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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\u2019s extension of idea space and idea quality.<\/jats:p>","DOI":"10.1155\/2021\/6416061","type":"journal-article","created":{"date-parts":[[2021,11,12]],"date-time":"2021-11-12T23:50:25Z","timestamp":1636761025000},"page":"1-11","source":"Crossref","is-referenced-by-count":1,"title":["Deriving Design Knowledge Graph for Complex Sociotechnical Systems Using the AIA Design Thinking"],"prefix":"10.1155","volume":"2021","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4088-1418","authenticated-orcid":true,"given":"Tao","family":"Shen","sequence":"first","affiliation":[{"name":"College of Design and Innovation, Tongji University, Shanghai, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chan","family":"Gao","sequence":"additional","affiliation":[{"name":"Architecture Department, Huzhou University, Huzhou, Zhejiang, China"},{"name":"Knowledge Science, Japan Advanced Institute of Science and Technology, Nomi City, Ishikawa, Japan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yukari","family":"Nagai","sequence":"additional","affiliation":[{"name":"Knowledge Science, Japan Advanced Institute of Science and Technology, Nomi City, Ishikawa, Japan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6415-2511","authenticated-orcid":true,"given":"Wei","family":"Ou","sequence":"additional","affiliation":[{"name":"International Business School, Zhejiang Gongshang University, Hangzhou, Zhejiang, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.4324\/9781315060255-1","article-title":"Learning and instruction in the information age","volume-title":"What Curriculum for the Information Age?","author":"S. 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