TY - JOUR
T1 - A synthetic double sampling control chart for the process mean
AU - Khoo, Michael B.C.
AU - Lee, How Chinh
AU - Wu, Zhang
AU - Chen, Chung Ho
AU - Castagliola, Philippe
N1 - Funding Information:
This research is supported by the Universiti Sains Malaysia, Research University (RU) grant 1001/PMATHS/ 811024.
PY - 2011/1
Y1 - 2011/1
N2 - This article proposes a synthetic double sampling chart that integrates the Double Sampling (DS) X̄ chart and the conforming run length chart. The proposed procedure offers performance improvements in terms of the zero-state Average Run Length (ARL) and Average Number of Observations to Sample (ANOS). When the size of a mean shift (given in terms of the number of standard deviation units) is small (i.e., between 0.4 and 0.6) and the mean sample size n= 5, the proposed procedure reduces the out-of-control ARL and ANOS values by nearly half, compared with both the synthetic and DS X̄ charts. In terms of detection ability versus the Exponentially Weighted Moving Average (EWMA) chart, the synthetic DS chart is superior to the synthetic or even the DS X̄ chart, as the former outperforms the EWMA chart for a larger range of values compared to the latter. The proposed procedure generally outperforms the EWMA chart in the detection of a mean shift when is larger than 0.5 and n= 5 or 10. Although the proposed procedure is less sensitive than the EWMA chart when is smaller than 0.5, this may not be a setback as it is usually not desirable, from a practical viewpoint, to signal very small shifts in the process to avoid too frequent process interruptions. Instead, under such circumstances, it is better to leave the process undisturbed.
AB - This article proposes a synthetic double sampling chart that integrates the Double Sampling (DS) X̄ chart and the conforming run length chart. The proposed procedure offers performance improvements in terms of the zero-state Average Run Length (ARL) and Average Number of Observations to Sample (ANOS). When the size of a mean shift (given in terms of the number of standard deviation units) is small (i.e., between 0.4 and 0.6) and the mean sample size n= 5, the proposed procedure reduces the out-of-control ARL and ANOS values by nearly half, compared with both the synthetic and DS X̄ charts. In terms of detection ability versus the Exponentially Weighted Moving Average (EWMA) chart, the synthetic DS chart is superior to the synthetic or even the DS X̄ chart, as the former outperforms the EWMA chart for a larger range of values compared to the latter. The proposed procedure generally outperforms the EWMA chart in the detection of a mean shift when is larger than 0.5 and n= 5 or 10. Although the proposed procedure is less sensitive than the EWMA chart when is smaller than 0.5, this may not be a setback as it is usually not desirable, from a practical viewpoint, to signal very small shifts in the process to avoid too frequent process interruptions. Instead, under such circumstances, it is better to leave the process undisturbed.
KW - average number of observations to sample
KW - average run length
KW - conforming run length
KW - double sampling chart
KW - exponentially weighted moving average chart
KW - Synthetic chart
UR - http://www.scopus.com/inward/record.url?scp=78650055748&partnerID=8YFLogxK
U2 - 10.1080/0740817X.2010.491503
DO - 10.1080/0740817X.2010.491503
M3 - Article
AN - SCOPUS:78650055748
VL - 43
SP - 23
EP - 38
JO - IISE Transactions
JF - IISE Transactions
SN - 2472-5854
IS - 1
ER -