spc sample
TRANSCRIPT
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2009 Factory Strategies Group LLC. All rights reserved.
Statistical Process ControlQuality Series
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2 2009 Factory Strategies Group LLC. All rights reserved. 2009 Factory Strategies Group LLC. All rights reserved.
Outline
What is Statistical Process Control
Variability
Control Charts
Process Capability Cp
Measuring Instruments Repeatability & Reproducibility
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3 2009 Factory Strategies Group LLC. All rights reserved. 2009 Factory Strategies Group LLC. All rights reserved.
Statistical Process Control (SPC)
Invented by Walter Shewhart at Western Electric
Distinguishes between common cause variability (random)
special cause variability (assignable)
Based on repeated samples from a process
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4 2009 Factory Strategies Group LLC. All rights reserved. 2009 Factory Strategies Group LLC. All rights reserved.
VariabilityThe world tends to be bell-shaped
Most
outcomes
occur in the
middle
Fewer
in the
tails
(lower)
Fewer
in the
tails
(upper)
Even very rare
outcomes are
possible
(probability > 0)
Even very rare
outcomes are
possible
(probability > 0)
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5 2009 Factory Strategies Group LLC. All rights reserved. 2009 Factory Strategies Group LLC. All rights reserved.
Variability
Add up the dots on the dice
0
0.05
0.1
0.15
0.2
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
Sum of dots
P
robability
1 die
2 dice
3 dice
Here is why:Even outcomes that are equally likely (like dice),
when you add them up, become bell shaped
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Normal bell shaped curve
Add up about 30 of most things
and you start to be normal
Normal distributions are divide
up into 3 standard deviations
on each side of the mean
Once your that, you know a lot
about what is going on
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7 2009 Factory Strategies Group LLC. All rights reserved. 2009 Factory Strategies Group LLC. All rights reserved.
Causes of Variability
Common Causes: Random variation (usual)
No pattern
Inherent in process
adjusting the process increases its variation Special Causes
Non-random variation (unusual)
May exhibit a pattern
Assignable, explainable, controllable
adjusting the process decreases its variation
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Control LimitsSampling
distribution
Process
distribution
Mean
Lowercontrol
limit
Uppercontrol
limit
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9 2009 Factory Strategies Group LLC. All rights reserved.
Control Chart
0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
UCL
LCL
Sample number
Mean
Out of
control
Normal variation
due to chance
Abnormal variation
due to assignable sources
Abnormal variation
due to assignable sources
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10 2009 Factory Strategies Group LLC. All rights reserved. 2009 Factory Strategies Group LLC. All rights reserved.
Process vs. control limits
Distribution of averages
Control limits
Process limits
Distribution of individuals
Specification limits
Variance of
averages