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
  • [1] An Ontology-based Data Mining Framework in Traffic Domain
    Wang, Ruguang
    Dai, Weidi
    Cheng, Jieru
    FRONTIERS OF MANUFACTURING AND DESIGN SCIENCE II, PTS 1-6, 2012, 121-126 : 55 - 59
  • [2] Data mining and ontology-based techniques in healthcare management
    Mahmoud, Hassan
    Abbas, Enas
    Fathy, Ibrahim
    INTERNATIONAL JOURNAL OF INTELLIGENT ENGINEERING INFORMATICS, 2018, 6 (06) : 509 - 526
  • [3] Ontology-based data mining approach implemented for sport marketing
    Liao, Shu-Hsien
    Chen, Jen-Lung
    Hsu, Tze-Yuan
    EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (08) : 11045 - 11056
  • [4] Ontology-based data mining model management for self-service knowledge discovery
    Li, Yan
    Thomas, Manoj A.
    Osei-Bryson, Kweku-Muata
    INFORMATION SYSTEMS FRONTIERS, 2017, 19 (04) : 925 - 943
  • [5] Ontology-Based Data Mining Workflow Construction
    Man Tianxing
    Lebedev, Sergey
    Vodyaho, Alexander
    Zhukova, Nataly
    Shichkina, Yulia A.
    COMPUTATIONAL SCIENCE AND ITS APPLICATIONS, ICCSA 2021, PT VIII, 2021, 12956 : 417 - 431
  • [6] An Ontology-Based Framework for Semantic Web Content Mining
    Yasodha, S.
    Dhenakaran, S. S.
    2014 INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATION AND INFORMATICS (ICCCI), 2014,
  • [7] A Linked Data and Ontology-Based Framework for Enhanced Sharing of Safety Training Materials in the Construction Industry
    Pedro, Akeem
    Baik, Sangeun
    Jo, Junhyeon
    Lee, Doyeop
    Hussain, Rahat
    Park, Chansik
    IEEE ACCESS, 2023, 11 : 105410 - 105426
  • [8] Text Mining Analysis of Wind Turbine Accidents: An Ontology-Based Framework
    Ertek, Gurdal
    Chi, Xu
    Zhang, Allan N.
    Asian, Sobhan
    2017 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2017, : 3233 - 3241
  • [9] An Ontology-Based Framework for Collaborative Maintenance Planning
    Ren Genquan
    Zhang Yinwen
    Zhang Li
    Wang Jianmin
    Lan Ting
    KNOWLEDGE-BASED AND INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT I: 15TH INTERNATIONAL CONFERENCE, KES 2011, 2011, 6881 : 528 - 537
  • [10] A framework for proactive construction defect management using BIM, augmented reality and ontology-based data collection template
    Park, Chan-Sik
    Lee, Do-Yeop
    Kwon, Oh-Seong
    Wang, Xiangyu
    AUTOMATION IN CONSTRUCTION, 2013, 33 : 61 - 71