个人信息Personal Information
教授
博士生导师
硕士生导师
性别:男
毕业院校:大连理工大学
学位:博士
所在单位:机械工程学院
学科:机械设计及理论. 计算机应用技术
办公地点:机械工程学院知方楼8029
电子邮箱:zhangyz@dlut.edu.cn
Knowledge representation framework combining case-based reasoning with knowledge graphs for product design
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论文类型:期刊论文
发表时间:2020-01-01
发表刊物:Computer-Aided Design and Applications
收录刊物:EI
卷号:17
期号:4
页面范围:763-782
ISSN号:16864360
摘要:Product design relies on various design knowledge, including explicit design knowledge and tacit design knowledge. This paper aims at issues that the current design knowledge representation methodology lacks scalability and flexibility, and presents a design knowledge representation framework combining CBR with knowledge graphs. Based on the framework, design cases are represented as a set of knowledge graphs. An ontology model for design case representation is proposed. A novel approach to retrieving design cases from knowledge graphs is presented, which uses a design problem query graph instead of keywords to match similar case subgraphs from knowledge graphs. A semantic similarity assessment method based on subgraph similarity is proposed. Finally a case study on knowledge representation for stamping die design is provided. ? 2020 CAD Solutions, LLC.