Minitab Technical Support Document Capability Analysis ...
Definitions
T LSL USL ? tol m
x
Within ^Within = StDev(Within) n ni c4(ni)
Overall ^ Overall = StDev(Overall) P(X) Z xi xij
Minitab Technical Support Document
Capability Analysis (Normal) Formulas ? Capability Statistics (Default)
= target = lower specification limit = upper specification limit = process mean = sigma tolerance = midpoint of LSL and USL = estimate of process mean = within subgroup process standard deviation
= estimate of within subgroup process standard deviation = total number of (nonmissing) observations = number of (nonmissing) observations in subgroup i = unbiasing constant for subgroups of size ni (for use with sample standard
deviations) = overall process standard deviation
= estimate of overall process standard deviation = probability of event X = standard normal variable = the ith observation = the jth observation of the ith subgroup
Note: If the subgroup size is 1, ^Within is estimated using the average moving range by default. If the subgroup size is greater than 1, ^Within is estimated using a pooled standard deviation by default. See Methods of Estimating Sigma below.
Note: c4(ni) is an unbiasing constant whether or not the sample size is small or large. The bias is negligible for large samples (see, e.g. Farnum), as with larger samples, c4(ni) approaches the value of one.
In Releases 13 and 14 you can estimate sigma either using unbiasing constants or not. The default is to use unbiasing constants. To not use unbiasing constants, choose Stat > Quality Tools > Capability Analysis > Normal > Estimate (In Release 13, Stat > Quality Tools > Capability Analysis (Normal) > Estimate) and uncheck Use unbiasing constants.
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Formulas
Capability Statistics (Cp, Pp)
Cp =
(USL - LSL) ( ) 6 * Within
(USL - ? )
CPU = ( ) 3 * Within
CPL =
(? - LSL) ( ) 3 * Within
Cpk = minimum{CPU, CPL}
Minitab Technical Support Document
Capability Analysis (Normal) Formulas ? Capability Statistics (Default)
C^p
=
(USL - LSL) ( ) 6 *^Within
CP^U
=
(USL - x) ( ) 3 *^Within
CP^L
=
(x - LSL) ( ) 3 *^Within
{ } Cp^k = minimum CP^U ,CP^L
C^pm = (USL - LSL)
tol *
(xi - T )2
(n -1)
C^pm = min(T - LSL,USL - T )
tol * 2
(xi - T )2
(n -1)
C^pm = (USL - T )
tol * 2
(xi - T )2
(n -1)
C^pm = (T - LSL)
tol * 2
(xi - T )2
(n -1)
when LSL and USL are given, and T=m
when LSL and USL are given, and Tm
when USL and T are given
when LSL and T are given
Note: This formula is always used in Release 13. Cpm is not calculated in Release 13 if there is only one specification limit. Note: This formula only applies to Release 14.
Note: This formula only applies to Release 14.
Note: This formula only applies to Release 14.
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Minitab Technical Support Document
Capability Analysis (Normal) Formulas ? Capability Statistics (Default)
CC^pk = USL - ?^ 3^ within
when only USL is given
CC^pk = ?^ - LSL 3^ within
CC^pk = min{(USL - ?^ ), (?^ - LSL)}
3^ within
when only LSL is given when LSL and USL are given
where:
?^ = Target
when Target is given
?^ = 1 (LSL + USL) when both LSL and USL are given but no Target
2
?^ = x
otherwise
Pp = (USL - LSL)
6 * Overall
PPU = (USL - ? )
3 * Overall
PPL = (? - LSL)
3 * Overall
Ppk = minimum{PPU, PPL}
P^p = (USL - LSL)
6 *^ Overall
PP^U
=
(USL - x ) ( ) 3 *^ Overall
PP^ L
=
(x - LSL) ( ) 3*^Overall
{ } Pp^k = minimum PP^U , PP^L
Note: The capability statistics displayed in the MINITAB output are estimates, but for simplicity do not include the "hats". For example, Cp^k is displayed as Cpk.
Note: In Release 14, you can display confidence intervals for the capability statistics. To see the formulas, see Confidence Intervals below.
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Minitab Technical Support Document
Capability Analysis (Normal) Formulas ? Capability Statistics (Default)
Confidence Intervals for Capability Statistics
Definitions for Confidence Intervals
= f n df
df = k(n -1)
k = number of samples n = average sample size
fn
=
adjustment
for
method
used
to
estimate
2 within
For:
? Pooled standard deviation, fn = 1 ? Average and median moving range, = k - w +1 where w is the number of observations used to calculate the moving range
? Sbar, fn varies with n
n
fn
2
0.88
3
0.92
4
0.94
5
0.95
6-7
0.96
8-9
0.97
10-
0.98
17
18-
0.99
64
65+ 1.00
? Rbar, fn = 0.9 ? Square root of MSSD, = k -1
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Formulas for Confidence Intervals
Minitab Technical Support Document
Capability Analysis (Normal) Formulas ? Capability Statistics (Default)
Cp
LowerBound = C^p
2 1- 2,
, UpperBound = C^p
2 2,
where is defined under "Definitions of Confidence Intervals" above.
Cpk
LowerBound = Cp^k - Z 2
1 9kn
+ Cp^k 2 2
,
UpperBound
= Cp^k
+ Z 2
1 + Cp^k 2 9kn 2
where k, n, and are defined under "Definitions of Confidence Intervals" above.
Cpm
LowerBound = Cp^m
2 1- 2,
, UpperBound = Cp^m
2 2,
where:
( ) = kn 1 + a2 2 1 + 2a2
a = x - T arg et ^ overall
k and n are defined under "Definitions of Confidence Intervals" above
Pp
LowerBound = Pp^
2 1- 2,kn-1
,
UpperBound
= Pp^
2 2,kn-1
kn -1
kn -1
where k and n are defined under "Definitions of Confidence Intervals" above.
Ppk
LowerBound = Pp^k - Z 2
1 9kn
+
Pp^k 2
2(kn -1)
,
UpperBound
=
Pp^ k
+
Z 2
1 9kn
+
Pp^k 2
2(kn -1)
where k and n are defined under "Definitions of Confidence Intervals" above.
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