TY - JOUR
T1 - CUMIN charts
AU - Albers, Willem
AU - Kallenberg, Wilbert C.M.
PY - 2009/6
Y1 - 2009/6
N2 - Classical control charts are very sensitive to deviations from normality. In this respect, nonparametric charts form an attractive alternative. However, these often require considerably more Phase I observations than are available in practice. This latter problem can be solved by introducing grouping during Phase II. Then each group minimum is compared to a suitable upper limit (in the two-sided case also each group maximum to a lower limit). In the present paper it is demonstrated that such MIN charts allow further improvement by adopting a sequential approach. Once a new observation fails to exceed the upper limit, its group is aborted and a new one starts right away. The resulting CUMIN chart is easy to understand and implement. Moreover, this chart is truly nonparametric and has good detection properties. For example, like the CUSUM chart, it is markedly better than a Shewhart X-chart, unless the shift is really large.
AB - Classical control charts are very sensitive to deviations from normality. In this respect, nonparametric charts form an attractive alternative. However, these often require considerably more Phase I observations than are available in practice. This latter problem can be solved by introducing grouping during Phase II. Then each group minimum is compared to a suitable upper limit (in the two-sided case also each group maximum to a lower limit). In the present paper it is demonstrated that such MIN charts allow further improvement by adopting a sequential approach. Once a new observation fails to exceed the upper limit, its group is aborted and a new one starts right away. The resulting CUMIN chart is easy to understand and implement. Moreover, this chart is truly nonparametric and has good detection properties. For example, like the CUSUM chart, it is markedly better than a Shewhart X-chart, unless the shift is really large.
KW - Statistical process control
KW - Phase II control limits
KW - CUSUM-chart
KW - MSC-62G30
KW - MSC-62L10
KW - MSC-62P30
KW - Order statistics
U2 - 10.1007/s00184-008-0184-5
DO - 10.1007/s00184-008-0184-5
M3 - Article
SN - 0026-1335
VL - 70
SP - 111
EP - 130
JO - Metrika
JF - Metrika
IS - 1
ER -