43
Views
15
CrossRef citations to date
0
Altmetric
Original Articles

A neural network approach to identifying cyclic behaviour on control charts: a comparative study

Pages 99-112 | Received 22 Feb 1996, Accepted 10 Jul 1996, Published online: 03 Apr 2007

References

  • CARPENTER , G. A. , GROSSBERG , S. , and REYNOLDS , J. H. , 1991 , ARTMAP: supervised real-time learning and classification of nonstationary data by a self-organizing neural network . Neural Networks . 4 , 565 – 588 .
  • CARPENTER , G. A. , GROSSBERG , S. , and ROSEN , D. B. , 1991 , Fuzzy ART: fast stable learning and categorization of analog patterns by an adaptive resonance system . Neural Networks , 4 , 759 – 771 .
  • CARPENTER , G. A. , GROSSBERG , S. MARKUZON , N. , and REYNOLDS , J. H. , 1992 , Fuzzy ARTMAP; a neural network architecture for incremental supervised learning of analog multidimensional maps . IEEE Transactions on Neural Networks , 3 , 698 – 712 .
  • CHAMIP , C. W. , and WOODALL , W. H. , 1987 , Exact results for Shewhart control charts with supplementary run rules , Technometrics , 29 , 393 – 399 .
  • CIIANG , S. I. , and AW , C. A. , 1994 , A neural network control chart for detecting process mean shifts . Proceedings af the Third Industrial Engineering Research Conference , Atlanta , Georgia , U.S.A. , pp. 337 – 342 .
  • CHENG , C. S. , 1995 , A mullet-layer neural network model for detecting changes in the process mean . Computers and Industrial Engineering , 28 , 51 – 61 .
  • DAVIS , R. B. , and WOODALL , W. H. , 1988 , Performance of the control chart trend rule under linear shift . Journal of Quality Technology , 20 , 260 – 262 .
  • GUO , Y. , and DOOLEY , K. J. , 1992 , Identification of change structure in statistical process control . International Journal of Production Research , 30 , 1655 – 1669 .
  • HWARNG , H. B. , 1995a , Multilayer perceptrons for detecting cyclic data on control charts . International Journal of Production Research , 33 , 3101 – 3117 ; 1995b , A special-purpose ART-based identification system for statistical process control . Intelligent Engineering Systems Through Artificial Neural Networks , edited by Cihan H. Dagli et al. , St. Louis, Missouri , 12 – 15 November , Vol. 5 , 949 – 954 ; 1995c , Proper and effective training of a pattern recognizer for cyclic data . IIE Transactions , 27 , 746 – 756 .
  • HWARNG , H. B. , and CHONG , C. W. , 1995 , Detecting process non-randomness through a fast and cumulative learning ART-based pattern recognizer . International Journal of Production Research , 33 , 1817 – 1833 .
  • HWARNG , H. B. , and HUBELE , N. F. , 1991 , X-bar chart pattern recognition using neural nets . ASQC Quality Congress Transactions , Milwaukee , Wisconsin , 884 – 889 ; 1992 , Boltzmann machines that learn to recognize patterns on control charts . Statistics and Computing , 2 , 191 – 202 ; 1993 , On-line control chart pattern identification through efficient off-line neural network training . IIE Transactions , 25 , 27 – 40 .
  • LIM , M. H. , GWEE , B. H. , and GOH , T. H. , 1991 , Cause associator network for fuzzily deduced conclusion in process control . Proceedings of International Joint Conference on Neural Networks , Singapore , 18–21 November , II . pp. 1248 – 1253 .
  • PHAM , D. T. , and OZTEMEL , E. , 1992 , Control chart pattern recognition using neural networks . Journal of Systems Engineering , 2 , 256 – 262 ; 1994 , Control chart pattern recognition using learning vector quantization networks . International Journal of Production Research , 32 , 721 – 729 .
  • SMITH , A. E. , 1994 , X-bar and R control chart interpretation using neural computing . International Journal of Production Research , 32 , 309 – 320 .
  • SWTFT , J. A. , and MIZE , J. H. , 1995 , Out-of-control pattern recognition and analysis for quality control charts using LISP-based systems . Computers and Industrial Engineering , 28 , 81 – 91 .
  • WALKER , E. , PHILPOT , J. W. , and CLEMENT , J. , 1991 , False signal rates for the Shewhart control chart with supplementary runs tests . Journal of Quality Technology , 23 , 247 – 252 .
  • WESTERN ELECTRIC CO., INC. , 1956 , Stalistical Quality Control Handbook ( New York : Western Electric Co ).

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.