Industrial Platform for Rapid Prototyping of Intelligent Diagnostic Systems

被引：12
|
作者：
Zabinski, Tomasz [1 ]
Maczka, Tomasz [1 ]
Kluska, Jacek [1 ]
机构：
[1] Rzeszow Univ Technol, Fac Elect & Comp Engn, Powstancow Warszawy 12, PL-35959 Rzeszow, Poland
来源：
TRENDS IN ADVANCED INTELLIGENT CONTROL, OPTIMIZATION AND AUTOMATION | 2017年 / 577卷
关键词：
diagnostic systems; computational intelligence; rapid prototyping; mechanical imbalance prediction; Intelligent Manufacturing System; Industry; 4.0;
D O I：
10.1007/978-3-319-60699-6_69
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
In this paper the industrial platform for rapid prototyping of intelligent real-time monitoring and diagnostic system was proposed. Its architecture is ready to utilize advanced computational intelligence methods, especially devoted to novelty detection such as autoassociative neural network, local outlier factor, one-class support vector machines, or to solve multiclass classification problems. The rapid prototyping tool set based on Matlab/Simulink and industrial automation equipment was described in details. As an example of the use of the proposed platform, CNC milling tool head mechanical imbalance online prediction system was described.
引用
收藏
页码：712 / 721
页数：10
相关论文
共 50 条
  • [1] Rapid prototyping of predictive controllers through an industrial platform
    Canale, M.
    Cerone, V.
    Razza, V.
    Regruto, D.
    [J]. 2012 AMERICAN CONTROL CONFERENCE (ACC), 2012, : 4715 - 4720
  • [2] An implementation of rapid prototyping platform of embedded systems
    Lin, Dong
    Yang, Shiyuan
    [J]. 2006 IEEE TENTH INTERNATIONAL SYMPOSIUM ON CONSUMER ELECTRONICS, PROCEEDINGS, 2006, : 549 - +
  • [3] A DISTRIBUTED SIMULATOR PLATFORM FOR RAPID INDUSTRIAL USER EXPERIENCE PROTOTYPING
    Silva Filho, Roberto S.
    Carroll, Alexander K.
    Brooks, James D.
    [J]. 2017 WINTER SIMULATION CONFERENCE (WSC), 2017, : 1467 - 1478
  • [4] Reuse in the sense of the rapid database prototyping for intelligent systems
    Welzer-Druzovec, T
    Rozman, I
    Brumen, B
    Druzovec, M
    [J]. INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE, VOL I AND II, 1999, : 294 - 298
  • [5] An FPGA based rapid prototyping platform for MIMO systems
    Murphy, P
    Lou, FF
    Sabharwal, A
    Frantz, JP
    [J]. CONFERENCE RECORD OF THE THIRTY-SEVENTH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS & COMPUTERS, VOLS 1 AND 2, 2003, : 900 - 904
  • [6] A rapid prototyping methodology and platform for seamless communication systems
    Vasilko, M
    Machácek, L
    Matej, M
    Stepien, P
    Holloway, S
    [J]. 12TH INTERNATIONAL WORKSHOP ON RAPID SYSTEM PROTOTYPING, PROCEEDINGS, 2000, : 70 - 76
  • [7] Model Predictive Control Education using a Rapid Prototyping Industrial Platform
    Canale, Massimo
    Razza, Valentino
    Regruto, Diego
    [J]. INTERNATIONAL JOURNAL OF ENGINEERING EDUCATION, 2014, 30 (06) : 1486 - 1498
  • [8] Rapid Control Prototyping Platform for Networked Smart Grid Systems
    Faschang, Mario
    Kupzog, Friederich
    Mosshammer, Ralf
    Einfalt, Alfred
    [J]. 39TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY (IECON 2013), 2013, : 8172 - 8176
  • [9] Industrial Parts for Investment Casting Built on the Rapid Prototyping Systems
    Coman, Adrian
    Gebhardt, Andreas
    Patalita, Carol
    Leordean, Danut Vasile
    [J]. INNOVATIVE MANUFACTURING ENGINEERING, 2013, 371 : 250 - +
  • [10] A flexible platform framework for rapid transactional memory systems prototyping and evaluation
    Kronbauer, Fernando
    Baldassin, Alexandro
    Albertini, Bruno
    Centoducatte, Paulo
    Rigo, Sandro
    Araujo, Guido
    Azevedo, Rodolfo
    [J]. RSP 2007: 18TH IEEE/IFIP INTERNATIONAL WORKSHOP ON RAPID SYSTEM PROTOTYPING, PROCEEDINGS, 2007, : 123 - +
12345