XCHART Statement: CUSUM Procedure

Positive Shifts

If the shift to be detected is positive, the cusum computed for the th subgroup is

for =1, 2, . . . , , where =0, is defined as for two-sided schemes, and the parameter , termed the reference value, is positive. The cusum is referred to as an upper cumulative sum. Since can be written as

the sequence cumulates deviations in the subgroup means greater than standard errors from . If exceeds a positive value (referred to as the decision interval), a shift or out-of-control condition is signaled. This formulation follows that of Lucas (1976), Lucas and Crosier (1982), and Montgomery (1996).

Negative Shifts

If the shift to be detected is negative, the cusum computed for the th subgroup is

for =1, 2, . . . , , where =0, is defined as for two-sided cusum schemes, and the parameter , termed the reference value, is positive. The cusum is referred to as a lower cumulative sum. Since can be written as

the sequence cumulates the absolute value of deviations in the subgroup means less than standard errors from . If exceeds a positive value (referred to as the decision interval), a shift or out-of-control condition is signaled.

This formulation follows that of Lucas (1976), Lucas and Crosier (1982), and Montgomery (1996). Note that is always positive and is always positive, regardless of whether is positive or negative. For schemes designed to detect a negative shift, some authors, including van Dobben de Bruyn (1968) and Wadsworth, Stephens, and Godfrey (1986), define a reflected version of for which a shift is signaled when is less than a negative limit.

Headstart Values

Lucas and Crosier (1982) describe the properties of a fast initial response (FIR) feature for cusum schemes in which the initial cusum is set to a "headstart" value. Average run length calculations given by Lucas and Crosier (1982) show that the FIR feature has little effect when the process is in control and that it leads to a faster response to an initial out-of-control condition than a standard cusum scheme. You can provide headstart value with the HEADSTART= option or the variable _HSTART_ in a LIMITS= data set.

Constant Sample Sizes

When the subgroup sample sizes are constant (=), it may be preferable to compute cusums that are scaled in the same units as the data. Refer to Montgomery (1996) and Wadsworth, Stephens, and Godfrey (1986). To request this, specify the DATAUNITS option. Cusums are then computed as

for >0 and the equation

for . In either case, a shift is signaled if exceeds . Wadsworth, Stephens, and Godfrey (1986) use the symbol for .

If the subgroup sample sizes are not constant, you can specify a constant nominal sample size with the LIMITN= option or the variable _LIMITN_ in a LIMITS= data set. In this case, only those subgroups with sample size are analyzed unless you also specify the option ALLN. You can further specify the option NMARKERS to request special symbol markers for points corresponding to sample sizes not equal to .