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Demerit-DEWMA 관리도

A Study of Demerit-DEWMA Control Chart

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주제분류산업공학

초록

Complex products may present more than one type of defects and these defects are not always of equal severity. These defects are classified according to their seriousness and effect on product quality and performance. So, demerit systems are very effective systems to monitor the different types of defects. Recently, Kang et al.(2009) proposed the revised Demerit-CUSUM for the evaluation of the Demerit-CUSUM control chart performance exactly. In this paper, we present an advanced Demerit control chart using the double EWMA technique. The double EWMA technique is very efficient and strong method for process control where defects and nonconformities occur with various defect types. Moreover, we compare exact performance of Demerit-CUSUM, Demerit-EWMA and Demerit-DEWMA control chart according to changing sample size or mean shifts magnitude. By the result, we confirm that the performance of Demerit-DEWMA control chart is more than the performance of the Demerit-CUSUM and Demerit-EWMA control chart.

Abstract

Complex products may present more than one type of defects and these defects are not always of equal severity. These defects are classified according to their seriousness and effect on product quality and performance. So, demerit systems are very effective systems to monitor the different types of defects. Recently, Kang et al.(2009) proposed the revised Demerit-CUSUM for the evaluation of the Demerit-CUSUM control chart performance exactly. In this paper, we present an advanced Demerit control chart using the double EWMA technique. The double EWMA technique is very efficient and strong method for process control where defects and nonconformities occur with various defect types. Moreover, we compare exact performance of Demerit-CUSUM, Demerit-EWMA and Demerit-DEWMA control chart according to changing sample size or mean shifts magnitude. By the result, we confirm that the performance of Demerit-DEWMA control chart is more than the performance of the Demerit-CUSUM and Demerit-EWMA control chart.

참고문헌 (11)

  1. 강해운, "FIR을 이용한 Demerit-CUSUM 관리도의 수행도 평가", 산업경영시스템학회지, 32(1), pp.94~101 (2009), 한국산업경영시스템학회
  2. 나상민, "Demerit-CUSUM 관리도와 해석방법에 관한 연구", 품질경영학회지, 31(1), pp.132~141 (2003), 한국품질경영학회
  3. 조교영, "A study of demerit-EWMA control charts", 한국데이터정보과학회지, 15(2), pp.431~439 (2004), 한국데이터정보과학회
  4. Chang,F.M, "Approximate distribution of demerit statistic-A bounding approach", Computational Statistics and Data Analysis, 52(7), pp.3300~3309 (2008)
  5. Chimka,J.R, "New Demerit Control Limits for Poisson Distributed Defects", Quality Engineering, 18(4), pp.461~467 (2006)
  6. Chimka,J.R, "Type II Errors of Demerit Control Charts", Quality Engineering, 19(3), pp.207~214 (2007)
  7. Dodge,H.F, "A Check Inspection and Demerit Rating Plan", Journal of Quality Technology, 9(3), pp.146~156 (1977)
  8. Lu,C.W, "EWMA control charts for monitoring the mean of autocorrelated processes", Journal of Quality Technology, 31(2), pp.166~188 (1999)
  9. Lingyun, Z., Lopes, "An Extended EWMA Mean Chart", Quality Technology and Quantitative Management, 2(1), pp.39~52 (2005)
  10. Montgomery,D.C, "Introduction to Statistical Quality Control,5th Edition", pp.300~416 (2005), John Wiley and Sons, Inc.
  11. Nembhard,D.A, "A Demerit Control Chart for Autocorrelated Data", Quality Engineering, 13(2), pp.179~190 (2000)

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