Title: Control Charts
1Control Charts
Control charts display the process average
(center) and process variability (spread).
Process Average is the expectation and Process
Variability indicates risk associated with the
expectation.
2Frequently Used Control Charts
- Attribute Go/no-go Information, sample size of
50 to 100 - p-chart (Proportion Defectives)
- c-chart ( Defects)
- u-chart (Defects/Unit)
- Variable Continuous data, usually measured by
the mean and standard deviation, sample size of 2
to 10 - X-bar and R-charts
- X-bar and s-charts
- X-charts for individuals
3Attribute Charts in Minitab
Stat / Control charts / Attribute Charts
4p-Chart
Hour SampSize Non- conforming
1 75 17
2 75 18
3 75 18
4 75 16
5 75 20
6 75 22
7 75 24
8 75 19
9 75 15
10 75 22
11 75 19
12 75 24
13 75 12
14 75 22
15 75 20
16 75 20
P charts are used to study the proportion of
defectives in each sample. A defective is an
attribute that makes something useless.
Data on non-conforming (defective) chips produced at a facility
5c-Chart
Unit SqFt Blemishes
1 66 2
2 66 2
3 66 0
4 66 0
5 66 1
6 66 4
7 66 0
8 66 0
9 66 2
10 66 3
Data are number of blemishes in 66sqft of painted area
C charts are used to display the number of
defects in each sample. A defect is a flaw that
is undesirable but does not make the product
useless.
6U-Chart
Unit SqFt Blemishes Rate
1 73 5 0.0685
2 70 4 0.0571
3 60 1 0.0167
4 57 1 0.0175
5 58 0 0.0000
6 57 3 0.0526
7 59 1 0.0169
8 52 4 0.0769
9 55 1 0.0182
10 59 2 0.0339
11 67 0 0.0000
12 55 2 0.0364
13 54 1 0.0185
Data are number of blemishes in different areas
U charts are used to display the number of
defects per unit of measurement. Useful when
samples are of different sizes.
7Variable Charts in Minitab
Stat / Control charts / Variable Charts for
Subgroups or Individuals
8XBar-R Charts
X-Bar charts are used to plot subgroup means.
Sample Obs1 Obs2 Obs3 Obs4 Obs5
1 11.991 12.001 12.176 12.004 12.030
2 12.065 12.018 12.223 11.955 11.959
3 11.946 11.980 12.089 12.125 12.111
4 12.011 12.069 12.065 12.155 12.197
5 11.783 12.140 12.008 12.076 12.044
6 11.962 12.132 12.149 11.991 12.128
7 12.163 11.961 11.932 12.115 11.870
8 12.053 12.053 11.889 11.975 12.037
9 12.108 11.942 12.102 11.967 12.056
R charts are used to plot the range for each
subgroup.
Data represents actual contents in 12 oz soda cans
9XBar-S Charts
X-Bar charts are used to plot subgroup means. S
charts are used to plot the standard deviation of
each subgroup.
Sample Obs1 Obs2 Obs3 Obs4 Obs5
1 11.991 12.001 12.176 12.004 12.030
2 12.065 12.018 12.223 11.955 11.959
3 11.946 11.980 12.089 12.125 12.111
4 12.011 12.069 12.065 12.155 12.197
5 11.783 12.140 12.008 12.076 12.044
6 11.962 12.132 12.149 11.991 12.128
7 12.163 11.961 11.932 12.115 11.870
8 12.053 12.053 11.889 11.975 12.037
9 12.108 11.942 12.102 11.967 12.056
10Is the Process in Control?
XBar-S Chart
X (individual) Chart
11Process Capability
Process capability refers to the ability of a
process to produce a defect-free product or
service in a controlled manner of production or
service environment