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Volumn 46, Issue 20, 2008, Pages 5531-5559

Toward identifying the source of mean shifts in multivariate SPC: A neural network approach

Author keywords

Back propagation; Bivariate; Control charts; Hotelling T 2 chart; Multivariate SPC; Neural networks

Indexed keywords

BIVARIATE; CONTROL CHARTS; EASE OF USE; HIDDEN LAYERS; HOTELLING T 2 CHART; MEAN SHIFTS; MULTIVARIATE SPC; NETWORK CONFIGURATIONS; NEURAL-NETWORK; PROCESS MEAN SHIFTS; PROCESS SHIFTS; PROCESS VARIABLES; RUN LENGTHS; SIMPLE NETWORKS; STATISTICAL TECHNIQUES; TRAINING STRATEGIES;

EID: 65249128654     PISSN: 00207543     EISSN: 1366588X     Source Type: Journal    
DOI: 10.1080/00207540701241883     Document Type: Article
Times cited : (26)

References (38)
  • 3
    • 0030211371 scopus 로고    scopus 로고
    • A neural fuzzy control chart for detecting and classifying process mean shifts
    • Chang, S.I. and Aw, C.A., A neural fuzzy control chart for detecting and classifying process mean shifts. Int. J. Prod. Res., 1996, 34(8), 2265-2278.
    • (1996) Int. J. Prod. Res , vol.34 , Issue.8 , pp. 2265-2278
    • Chang, S.I.1    Aw, C.A.2
  • 4
    • 0029196273 scopus 로고
    • A multi-layer neural network model for detecting changes in the process mean
    • Cheng, C.-S., A multi-layer neural network model for detecting changes in the process mean. Comp. & Indust. Eng., 1995, 28(1), 51-61.
    • (1995) Comp. & Indust. Eng , vol.28 , Issue.1 , pp. 51-61
    • Cheng, C.-S.1
  • 5
    • 0028467759 scopus 로고
    • Identification and quantification in multivariate quality control problems
    • Hayter, A.J. and Tsui, K.-L., Identification and quantification in multivariate quality control problems. J. Qual. Tech., 1994, 26(3), 197-208.
    • (1994) J. Qual. Tech , vol.26 , Issue.3 , pp. 197-208
    • Hayter, A.J.1    Tsui, K.-L.2
  • 6
    • 0026107381 scopus 로고
    • Multivariate quality control based on regression-adjusted variables
    • Hawkins, D.M., Multivariate quality control based on regression-adjusted variables. Technometrics, 1991, 33(1), 61-75.
    • (1991) Technometrics , vol.33 , Issue.1 , pp. 61-75
    • Hawkins, D.M.1
  • 7
    • 0346495621 scopus 로고
    • Some applications of Hotelling's
    • June
    • Hicks, C.R., Some applications of Hotelling's T. Indust. Qual. Cont., 1955, June, 23-26.
    • (1955) T. Indust. Qual. Cont , pp. 23-26
    • Hicks, C.R.1
  • 8
    • 0001038967 scopus 로고
    • The generalization of student's ratio
    • Hotelling, H., The generalization of student's ratio. Ann. Math. Statist., 1931, II, 360-378.
    • (1931) Ann. Math. Statist , vol.2 , pp. 360-378
    • Hotelling, H.1
  • 9
    • 0002199780 scopus 로고    scopus 로고
    • Multivariate quality control illustrated by the air testing of sample bombsights
    • edited by C. Eisenhart
    • Hotelling, H., Multivariate quality control illustrated by the air testing of sample bombsights. In Techniques of Statistical Analysis, edited by C. Eisenhart,
    • Techniques of Statistical Analysis
    • Hotelling, H.1
  • 10
    • 65249182934 scopus 로고    scopus 로고
    • M.W. Hastay and W.A. Wallis, pp. 111-184, 1947 (McGraw-Hill: New York, NY).
    • M.W. Hastay and W.A. Wallis, pp. 111-184, 1947 (McGraw-Hill: New York, NY).
  • 11
    • 0029546317 scopus 로고
    • Proper and effective training of a pattern recogniser for cyclic data
    • Hwarng, H.B., Proper and effective training of a pattern recogniser for cyclic data. IIE Trans., 1995, 27, 746-756.
    • (1995) IIE Trans , vol.27 , pp. 746-756
    • Hwarng, H.B.1
  • 12
    • 0012759982 scopus 로고    scopus 로고
    • Insights into neural-network forecasting of time series corresponding to ARMA(p, q) structures
    • Hwarng, H.B., Insights into neural-network forecasting of time series corresponding to ARMA(p, q) structures. Omega, 2001, 29(3), 273-289.
    • (2001) Omega , vol.29 , Issue.3 , pp. 273-289
    • Hwarng, H.B.1
  • 13
    • 1342265964 scopus 로고    scopus 로고
    • Detecting process mean shift in the presence of autocorrelation: A neural network based monitoring scheme
    • Hwarng, H.B., Detecting process mean shift in the presence of autocorrelation: a neural network based monitoring scheme. Int. J. Prod. Res., 2004, 42(3), 573-595.
    • (2004) Int. J. Prod. Res , vol.42 , Issue.3 , pp. 573-595
    • Hwarng, H.B.1
  • 14
    • 27844603392 scopus 로고    scopus 로고
    • Simultaneous identification of mean shift and correlation change in AR(1) processes
    • Hwarng, H.B., Simultaneous identification of mean shift and correlation change in AR(1) processes. Int. J. Prod. Res., 2005, 43(9), 1761-1783.
    • (2005) Int. J. Prod. Res , vol.43 , Issue.9 , pp. 1761-1783
    • Hwarng, H.B.1
  • 15
    • 0042418803 scopus 로고    scopus 로고
    • A simple neural network for ARMA(p, q) time series
    • Hwarng, H.B. and Ang, H.T., A simple neural network for ARMA(p, q) time series. Omega, 2001, 29(4), 319-333.
    • (2001) Omega , vol.29 , Issue.4 , pp. 319-333
    • Hwarng, H.B.1    Ang, H.T.2
  • 16
    • 0029341659 scopus 로고
    • Detecting process non-randomness through a fast and cumulative learning art-based pattern recogniser
    • Hwarng, H.B. and Chong, C.W., Detecting process non-randomness through a fast and cumulative learning art-based pattern recogniser. Int. J. Prod. Res., 1995, 33(7), 1817-1833.
    • (1995) Int. J. Prod. Res , vol.33 , Issue.7 , pp. 1817-1833
    • Hwarng, H.B.1    Chong, C.W.2
  • 17
    • 0009457997 scopus 로고
    • Boltzmann machines that learn to recognise patterns on control charts
    • Hwarng, H.B. and Hubele, N.F., Boltzmann machines that learn to recognise patterns on control charts. Statist. & Computing, 1992, 2(4), 191-202.
    • (1992) Statist. & Computing , vol.2 , Issue.4 , pp. 191-202
    • Hwarng, H.B.1    Hubele, N.F.2
  • 18
    • 0027579104 scopus 로고
    • Back-propagation pattern recognisers for X̄ control charts: Methodology and performance
    • Hwarng, H.B. and Hubele, N.F., Back-propagation pattern recognisers for X̄ control charts: methodology and performance. Comp. & Indust. Eng., 1993a, 24(2), 219-235.
    • (1993) Comp. & Indust. Eng , vol.24 , Issue.2 , pp. 219-235
    • Hwarng, H.B.1    Hubele, N.F.2
  • 19
    • 0027589082 scopus 로고
    • X̄ control chart pattern identification through efficient off line neural network training
    • Hwarng, H.B. and Hubele, N.F., X̄ control chart pattern identification through efficient off line neural network training. IIE Trans., 1993b, 25(3), 27-40.
    • (1993) IIE Trans , vol.25 , Issue.3 , pp. 27-40
    • Hwarng, H.B.1    Hubele, N.F.2
  • 20
    • 1642479048 scopus 로고    scopus 로고
    • The performance of multivariate control charts in the presence of measure error
    • Linna, K.W., Woodall, W.H. and Busby, K.L., The performance of multivariate control charts in the presence of measure error. J. Qual. Tech., 2001, 33(3), 349-355.
    • (2001) J. Qual. Tech , vol.33 , Issue.3 , pp. 349-355
    • Linna, K.W.1    Woodall, W.H.2    Busby, K.L.3
  • 21
    • 0029517963 scopus 로고
    • A review of multivariate control charts
    • Lowry, C.A. and Montgomery, D.C., A review of multivariate control charts. IIE Trans., 1995, 27, 800-810.
    • (1995) IIE Trans , vol.27 , pp. 800-810
    • Lowry, C.A.1    Montgomery, D.C.2
  • 22
    • 77955331694 scopus 로고
    • A multivariate exponentially weighted moving average control chart
    • Lowry, C.A., Woodall, W.H., Champ, C.W. and Rigdon, S.E., A multivariate exponentially weighted moving average control chart. Technometrics, 1992, 34(1), 46-53.
    • (1992) Technometrics , vol.34 , Issue.1 , pp. 46-53
    • Lowry, C.A.1    Woodall, W.H.2    Champ, C.W.3    Rigdon, S.E.4
  • 25
    • 0032650236 scopus 로고    scopus 로고
    • 2 statistics in multivariate process control
    • 2 statistics in multivariate process control. J. Qual. Tech., 1999, 31(2), 155-165.
    • (1999) J. Qual. Tech , vol.31 , Issue.2 , pp. 155-165
    • Mason, R.L.1    Young, J.C.2
  • 26
  • 30
    • 0000420111 scopus 로고
    • 2 multivariate quality control procedure
    • 2 multivariate quality control procedure. The Statistician, 1987, 36, 571-583.
    • (1987) The Statistician , vol.36 , pp. 571-583
    • Murphy, B.J.1
  • 32
    • 0001332840 scopus 로고
    • Comparisons of multivariate CUSUM charts
    • Pignatiello, J.J. and Runger, G.C., Comparisons of multivariate CUSUM charts. J. Qual. Tech., 1990, 22(3), 173-186.
    • (1990) J. Qual. Tech , vol.22 , Issue.3 , pp. 173-186
    • Pignatiello, J.J.1    Runger, G.C.2
  • 33
    • 0030819313 scopus 로고    scopus 로고
    • Designing a multivariate EWMA control chart
    • Prabhu, S.S. and Runger, G.C., Designing a multivariate EWMA control chart. J. Qual. Tech., 1997, 29(1), 8-15.
    • (1997) J. Qual. Tech , vol.29 , Issue.1 , pp. 8-15
    • Prabhu, S.S.1    Runger, G.C.2
  • 35
    • 0141632816 scopus 로고    scopus 로고
    • Robustness to non-normality of the multivariate EWMA control chart
    • Stoumbos, Z.G. and Sullivan, J.H., Robustness to non-normality of the multivariate EWMA control chart. J. Qual. Tech., 2002, 34(3), 260-276.
    • (2002) J. Qual. Tech , vol.34 , Issue.3 , pp. 260-276
    • Stoumbos, Z.G.1    Sullivan, J.H.2
  • 36
    • 0036610685 scopus 로고    scopus 로고
    • Mean shifts detection and classification in multivariate process: A neural-fuzzy approach
    • Wang, T.-Y. and Chen, L.-H., Mean shifts detection and classification in multivariate process: a neural-fuzzy approach. J. Intel. Manuf., 2002, 13, 211-221.
    • (2002) J. Intel. Manuf , vol.13 , pp. 211-221
    • Wang, T.-Y.1    Chen, L.-H.2
  • 37
    • 0032092762 scopus 로고    scopus 로고
    • A review of neural networks for statistical process control
    • Zorriassatine, F. and Tannock, J.D.T., A review of neural networks for statistical process control. J. Intel. Manuf., 1998, 9, 209-224.
    • (1998) J. Intel. Manuf , vol.9 , pp. 209-224
    • Zorriassatine, F.1    Tannock, J.D.T.2
  • 38
    • 0037349382 scopus 로고    scopus 로고
    • Using novelty detection to identify abnormalities caused by mean shifts in bivariate processes
    • Zorriassatine, F., Tannock, J.D.T. and O'Brien, C., Using novelty detection to identify abnormalities caused by mean shifts in bivariate processes. Comp. & Indust. Eng., 2003, 44, 385-408.
    • (2003) Comp. & Indust. Eng , vol.44 , pp. 385-408
    • Zorriassatine, F.1    Tannock, J.D.T.2    O'Brien, C.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.