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Statistical Process Control http:www'managementsupport'com

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Even outcomes that are equally likely (like dice), when you add them up, become bell shaped ... 'Normal' bell shaped curve. Add up about 30 of most things. and ... – PowerPoint PPT presentation

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Title: Statistical Process Control http:www'managementsupport'com


1
Statistical Process Controlhttp//www.managemen
tsupport.com
2
Outline
  • What is Statistical Process Control
  • Variability
  • Control Charts
  • Process Capability Cp
  • Measuring Instruments
  • Repeatability Reproducibility

3
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

4
Variability
The world tends to be bell-shaped
5
Variability
Even outcomes that are equally likely (like
dice), when you add them up, become bell shaped
Here is why
6
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
7
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

8
Control Limits
9
Control Chart
10
Process vs. control limits
Distribution of averages
Control limits
Specification limits
  • Variance of averages lt variance of individual
    items

Distribution of individuals
Process limits
11
Shift in Process Average
12
Process Capability
  • The ratio of process variability to design
    specifications

Natural data spread
The natural spread of the data is 6s
-1s
-2s
-3s
2s
1s
3s
µ
Upper Spec
Lower Spec
13
Repeatability and Reproducibility Studies
  • Quantify and evaluate the capability of a
    measurement system
  • Select m operators and n parts
  • Calibrate the measuring instrument
  • Randomly measure each part by each operator for r
    trials
  • Compute key statistics to quantify repeatability
    and reproducibility
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