Predictive Quality in Process Control Neural Network as SPC 4.0

被引:0
|
作者
Beckschulte S. [1 ]
Klasen N. [1 ]
Huebser L. [1 ]
Schmitt R.H. [1 ]
机构
[1] Werkzeugmaschinenlabor WZL der RWTH Aachen Univ. Lehrst. F. Fertigungsmesstechnik und Qualitatsmanagement, Campus-Boulevard 30, Aachen
来源
Beckschulte, Sebastian (s.beckschulte@wzl.rwth-aachen.de) | 1600年 / Walter de Gruyter GmbH卷 / 116期
关键词
Convolutional Neural Network; Neural Network; Predictive Quality; Quality Management; Statistical Process Control;
D O I
10.1515/zwf-2021-0134
中图分类号
学科分类号
摘要
In the context of Industry 4.0, new opportunities are emerging in quality management to eliminate previous limitations of quality tools in order to increase process knowledge and product quality. Using the example of a screwing process, it is shown how a simple neural network approach can predict process disturbances better than a classic SPC with the same database. © 2021 Walter de Gruyter GmbH, Berlin/Boston, Germany.
引用
收藏
页码:662 / 666
页数:4
相关论文
共 50 条
  • [1] Quality 4.0: Learning quality control, the evolution of SQC/SPC
    Escobar, Carlos A.
    Cantoral-Ceballos, Jose Antonio
    Morales-Menendez, Ruben
    [J]. QUALITY ENGINEERING, 2024,
  • [2] Neural network applications in process modelling and predictive control
    Gomm, JB
    Williams, D
    Evans, JT
    Doherty, SK
    [J]. TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL, 1997, 19 (04) : 175 - 184
  • [3] PREDICTIVE CONTROL OF QUALITY IN A BATCH MANUFACTURING PROCESS USING ARTIFICIAL NEURAL-NETWORK MODELS
    JOSEPH, B
    HANRATTY, FW
    [J]. INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 1993, 32 (09) : 1951 - 1961
  • [4] Model predictive control of a chemical process using neural network
    Yu, DL
    Gomm, JB
    Williams, D
    [J]. UKACC INTERNATIONAL CONFERENCE ON CONTROL '98, VOLS I&II, 1998, : 798 - 803
  • [5] Quality Control System in Manufacturing Process Based on SPC
    Lu Suyin
    Hui, Guo
    Li Xunbo
    Bo, Li
    [J]. PROCEEDINGS OF THE SECOND INTERNATIONAL SYMPOSIUM ON TEST AUTOMATION & INSTRUMENTATION, VOLS 1-2, 2008, : 1062 - 1065
  • [6] Neural network based model predictive control for a steel pickling process
    Kittisupakorn, Paisan
    Thitiyasook, Piyanuch
    Hussain, M. A.
    Daosud, Wachira
    [J]. JOURNAL OF PROCESS CONTROL, 2009, 19 (04) : 579 - 590
  • [7] Predictive Control of Rubber Mixing Process Based on Neural Network Models
    Bratina, M.
    Susteric, Z.
    Ster, B.
    Lotric, U.
    Dobnikar, A.
    [J]. KGK-KAUTSCHUK GUMMI KUNSTSTOFFE, 2009, 62 (7-8): : 378 - 382
  • [8] An enhanced neural network model for predictive control of granule quality characteristics
    Neshat, N.
    Mahlooji, H.
    Kazemi, A.
    [J]. SCIENTIA IRANICA, 2011, 18 (03) : 722 - 730
  • [9] Neural-fuzzy statistical process control (NF-SPC) application for manufacturing quality management
    Parreño, J
    Priore, P
    García, N
    [J]. IC-AI '04 & MLMTA'04 , VOL 1 AND 2, PROCEEDINGS, 2004, : 36 - 42
  • [10] Process monitoring for integration of SPC and APC based on BP neural network
    Yu, Jianli
    Zhang, Zongwei
    Xu, Liang
    [J]. ICICTA: 2009 SECOND INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION, VOL I, PROCEEDINGS, 2009, : 378 - 381