An ontology-based framework for the management of machining information in a data mining perspective

被引:5
作者
Ostermeyer, Emeric [1 ]
Danjou, Christophe [2 ]
Durupt, Alexandre [1 ]
Le Duigou, Julien [1 ]
机构
[1] Univ Technol Compiegne, Sorbonne Univ, Ctr Rech Royallieu,CS 60 319, CNRS,UMR Roberval 7337, F-60203 Compiegne, France
[2] Polytech Montreal, Montreal, PQ, Canada
来源
IFAC PAPERSONLINE | 2018年 / 51卷 / 11期
关键词
Manufacturing; KBE; OntoSTEP-NC; CNC; Ontology; LIFE-CYCLE MANAGEMENT; KNOWLEDGE; TOOLS; INTEGRATION; PARAMETERS; STANDARD; DESIGN; SYSTEM;
D O I
10.1016/j.ifacol.2018.08.300
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The advent and fast development of data mining techniques induced, in every field, interest for the data produced and stored. Machining process planning is no exception to this rule, and, with the important amount of related data that is stored in the enterprise information system, the application of data mining seems promising. However, the strong heterogeneity in data, and the distribution of information throughout several different documents, may hinder the application of data-mining methods and machine learning tools. This paper will introduce a knowledge-based engineering framework which can be used as an information system able to query consistent, correct and complete data from the heterogeneous corpus of documents used in process planning of machined parts. (C) 2018, IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. All rights reserved.
引用
收藏
页码:302 / 307
页数:6
相关论文
共 50 条
  • [21] Ontology-based personalized information services for mining right trade
    An, Haizhong
    Cui, Na
    2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 8662 - 8665
  • [22] Ontology-based data mining model management for self-service knowledge discovery
    Yan Li
    Manoj A. Thomas
    Kweku-Muata Osei-Bryson
    Information Systems Frontiers, 2017, 19 : 925 - 943
  • [23] Data summarization ontology-based query processing
    Wang, Hai
    Wang, Shouhong
    EXPERT SYSTEMS WITH APPLICATIONS, 2013, 40 (06) : 2109 - 2116
  • [24] A Framework for Ontology-based Context Base Management System
    Kim, Sungjin
    Suh, Euiho
    Yoo, Keedong
    Lee, Yunmi
    PACIFIC ASIA CONFERENCE ON INFORMATION SYSTEMS 2005, SECTIONS 1-8 AND POSTER SESSIONS 1-6, 2005, : 1202 - 1215
  • [25] Ontology-Based Information Management: Exploiting User Perspective within the Motion Picture Industry
    Choudhury, Sharmin
    Raymond, Kerry
    Higgs, Peter
    ROLE OF DIGITAL LIBRARIES IN A TIME OF GLOBAL CHANGE, 2010, 6102 : 254 - 255
  • [26] Ontology-based Framework for Reasoning with Fuzzy Temporal Data
    RobatJazi, Majid
    Reformat, Marek Z.
    Pedrycz, Witold
    PROCEEDINGS 2012 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2012, : 2030 - 2035
  • [27] A FRAMEWORK OF ONTOLOGY-BASED KNOWLEDGE INFORMATION PROCESSING FOR CHANGE DETECTION IN REMOTE SENSING DATA
    Hashimoto, Shutaro
    Tadono, Takeo
    Onosato, Masahiko
    Hori, Masahiro
    Moriyama, Takashi
    2011 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2011, : 3927 - 3930
  • [28] Ontology-based data mining approach implemented on exploring product and brand spectrum
    Liao, Shu-hsien
    Ho, Hsu-hui
    Yang, Feng-chich
    EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (09) : 11730 - 11744
  • [29] A study of ontology-based risk management framework of construction projects through project life cycle
    Tserng, H. Ping
    Yin, Samuel Y. L.
    Dzeng, R. J.
    Wou, B.
    Tsai, M. D.
    Chen, W. Y.
    AUTOMATION IN CONSTRUCTION, 2009, 18 (07) : 994 - 1008
  • [30] Ontology-based Semantic Retrieval for Management Information System
    Shen Jinxing
    ADVANCES IN MECHATRONICS AND CONTROL ENGINEERING, PTS 1-3, 2013, 278-280 : 2069 - 2072