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Continuous failure diagnosis for assembly systems using rough set approach
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Mannar, K. and Ceglarek, Darek (2004) Continuous failure diagnosis for assembly systems using rough set approach. CIRP Annals - Manufacturing Technology, Vol.53 (No.1). pp. 39-42. doi:10.1016/S0007-8506(07)60640-4 ISSN 0007-8506.
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Official URL: http://dx.doi.org/10.1016/S0007-8506(07)60640-4
Abstract
Increasingly, companies require faster ramp-up in order to cope with shorter production cycles and greater demand for product variety. Since quality and dimensional problems are one of the major reasons for delay during ramp-up, rapid diagnosis of dimensional failures is of critical concern. Given the lack of historical data and incomplete process knowledge in ramp-up, a Rough Set based diagnosis methodology is proposed which focuses on developing: (1) Self-learning ability to detect new faults as a system undergoes adjustments; and (2) A continuous diagnostic for faults rather than a crisp definition of faults. A case study illustrates the proposed approach.
Item Type: | Journal Article | ||||
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Divisions: | Faculty of Science, Engineering and Medicine > Engineering > WMG (Formerly the Warwick Manufacturing Group) | ||||
Journal or Publication Title: | CIRP Annals - Manufacturing Technology | ||||
Publisher: | Elsevier BV | ||||
ISSN: | 0007-8506 | ||||
Official Date: | 2004 | ||||
Dates: |
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Volume: | Vol.53 | ||||
Number: | No.1 | ||||
Page Range: | pp. 39-42 | ||||
DOI: | 10.1016/S0007-8506(07)60640-4 | ||||
Status: | Peer Reviewed | ||||
Publication Status: | Published | ||||
Access rights to Published version: | Restricted or Subscription Access |
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