An ontology-based semantic retrieval approach for heterogeneous 3D CAD models

被引:46
作者
Qin, Feiwei [1 ]
Gao, Shuming [2 ]
Yang, Xiaoling [2 ]
Li, Ming [2 ]
Bai, Jing [3 ]
机构
[1] Hangzhou Dianzi Univ, Sch Comp Sci & Technol, Hangzhou, Zhejiang, Peoples R China
[2] Zhejiang Univ, State Key Lab CAD&CG, Hangzhou, Zhejiang, Peoples R China
[3] Beifang Univ Nationalities, Sch Comp Sci & Engn, Yinchuan, Peoples R China
基金
中国国家自然科学基金;
关键词
Model retrieval; Semantic-based retrieval; Heterogeneous; Ontology; MECHANICAL COMPONENTS; SIMILARITY; DATABASE; SYSTEM;
D O I
10.1016/j.aei.2016.10.001
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Many types of heterogeneous CAD models created by previous product development activities are stored in enterprise databases. Searching reusable CAD models for engineer design requirements is still very difficult. In this paper, we propose an ontology-based semantic retrieval approach for heterogeneous 3D CAD models by using semantic web theory and information retrieval theory. By exploiting layered feature ontology and ontology mapping, a uniform description for heterogeneous CAD models is generated as semantic descriptor. Meanwhile, to improve the representative ability, several heuristic rules are constructed with the aid of SWRL language and ontology reasoning is acted on the semantic descriptors, which makes our retrieval system achieve better performance. Furthermore, multi-mode similarity measurement is carried out to meet engineers' diversified requirements. We demonstrate the feasibility and effectiveness of our approach through experiments on heterogeneous 3D CAD model library. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:751 / 768
页数:18
相关论文
共 50 条
[41]   3D CAD solid model retrieval based on region segmentation [J].
Tao, Songqiao ;
Wang, Shuting ;
Chen, Anhui .
MULTIMEDIA TOOLS AND APPLICATIONS, 2017, 76 (01) :103-121
[42]   An Ontology-Based Retrieval System for Mammographic Reports [J].
Comelli, Albert ;
Agnello, Luca ;
Vitabile, Salvatore .
2015 IEEE SYMPOSIUM ON COMPUTERS AND COMMUNICATION (ISCC), 2015, :1001-1006
[43]   Ontology-based design information extraction and retrieval [J].
Li, Zhanjun ;
Ramani, Karthik .
AI EDAM-ARTIFICIAL INTELLIGENCE FOR ENGINEERING DESIGN ANALYSIS AND MANUFACTURING, 2007, 21 (02) :137-154
[44]   Ontology-based Semantic Annotation in Semantic Query [J].
Wu, Chengwen ;
Jin, Kezhong ;
Huang, Changcheng ;
Liu, Wenbin .
ACC 2009: ETP/IITA WORLD CONGRESS IN APPLIED COMPUTING, COMPUTER SCIENCE, AND COMPUTER ENGINEERING, 2009, :280-283
[45]   NC process reuse oriented effective subpart retrieval approach of 3D CAD models [J].
Xu, Changhong ;
Zhang, Shusheng ;
Huang, Bo ;
Li, Xiuling ;
Huang, Rui .
COMPUTERS IN INDUSTRY, 2017, 90 :1-16
[46]   An Ontology-Based Approach for Semantic Conflict Resolution in Database Integration [J].
Qiang Liu ;
Tao Huang ;
Shao-Hua Liu ;
Hua Zhong .
Journal of Computer Science and Technology, 2007, 22 :218-227
[47]   Semantic Ontology-Based Approach to Enhance Arabic Text Classification [J].
Hawalah, Ahmad .
BIG DATA AND COGNITIVE COMPUTING, 2019, 3 (04) :1-14
[48]   A New Approach to Ontology-Based Semantic Modelling for Opinion Mining [J].
Alfrjani, Rowida ;
Osman, Taha ;
Cosma, Georgina .
2016 UKSIM-AMSS 18TH INTERNATIONAL CONFERENCE ON COMPUTER MODELLING AND SIMULATION (UKSIM), 2016, :267-272
[49]   Ontology-Based Approach for Temporal Semantic Modelling of Social Networks [J].
Boudebza, Souaad ;
Azouaou, Fiacal ;
Nouali, Omar .
2015 3RD INTERNATIONAL CONFERENCE ON FUTURE INTERNET OF THINGS AND CLOUD (FICLOUD) AND INTERNATIONAL CONFERENCE ON OPEN AND BIG (OBD), 2015, :736-741
[50]   A semantic information retrieval approach based on rough ontology [J].
Hu, Jun ;
Lu, Xinzhou ;
Guan, Chun .
Open Cybernetics and Systemics Journal, 2014, 8 (01) :399-404