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Introduction to Quality and  Statistical Process Control
Chapter Goals ,[object Object],[object Object],[object Object],[object Object],[object Object]
Chapter Overview Quality Management and Tools for Improvement Deming’s 14 Points Juran’s 10 Steps to Quality Improvement The Basic 7 Tools Philosophy of Quality Tools for Quality Improvement Control Charts X-bar/R-charts p-charts c-charts
Themes of Quality Management ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Deming’s 14 Points
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Deming’s 14 Points (continued)
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Deming’s 14 Points (continued)
Juran’s 10 Steps to Quality Improvement ,[object Object],[object Object],[object Object],[object Object],[object Object]
Juran’s 10 Steps to Quality Improvement ,[object Object],[object Object],[object Object],[object Object],[object Object],(continued)
The Deming Cycle The  Deming  Cycle The key is a continuous cycle of improvement Act Plan Do Study
The Basic 7 Tools ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The Basic 7 Tools ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Map out the process to better visualize and understand opportunities for improvement (continued)
The Basic 7 Tools ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Cause 4 Cause 3 Cause 2 Cause 1 Problem Fishbone (cause-and-effect) diagram: Sub-causes Sub-causes Show patterns of variation (continued)
The Basic 7 Tools ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],time y x y Identify trend Examine relationships (continued)
The Basic 7 Tools ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],X Examine the performance of a process over time time (continued)
Introduction to Control Charts ,[object Object],[object Object],[object Object],[object Object],[object Object]
Process Variation Total Process Variation Common Cause Variation Special Cause Variation = + Variation is natural; inherent in the world around us No two products or service experiences are exactly the same With a fine enough gauge, all things can be seen to differ
Sources of Variation Total Process Variation Common Cause Variation Special Cause Variation = + People Machines Materials Methods Measurement Environment Variation is often due to differences in:
Common Cause Variation Total Process Variation Common Cause Variation Special Cause Variation = + Common cause variation   naturally occurring and expected  the result of normal variation in materials, tools, machines, operators, and the environment
Special Cause Variation Total Process Variation Common Cause Variation Special Cause Variation = + Special cause variation abnormal or unexpected variation has an assignable cause variation beyond what is considered inherent to the process
Statistical Process Control Charts ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Control Chart Basics Process Average UCL = Process Average + 3 Standard Deviations LCL = Process Average – 3 Standard Deviations UCL LCL +3σ -   3σ Common Cause Variation: range of  expected  variability Special Cause Variation:  Range of  unexpected  variability time
Process Variability Process Average UCL = Process Average + 3 Standard Deviations LCL = Process Average – 3 Standard Deviations UCL LCL ±3σ  -> 99.7% of process values should be in this range time Special Cause of Variation:  A measurement this far from the process average is very unlikely if only expected variation is present
Statistical Process Control Charts Statistical Process Control Charts X-bar charts and R-charts c-charts Used for measured numeric data Used for proportions (attribute data) Used for number of  attributes per sampling unit p-charts
x-bar chart and R-chart ,[object Object],[object Object],[object Object]
Steps to create an x-chart  and an R-chart ,[object Object],[object Object],[object Object]
Steps to create an x-chart  and an R-chart ,[object Object],[object Object],[object Object],(continued)
Example: x-chart ,[object Object],Subgroup measures Subgroup number Individual measurements Mean, x Range, R 1 2 3 … 15 12 17 … 17 16 21 … 15 9 18 … 11 15 20 … 14.5 13.0 19.0 … 6 7 4 … Average subgroup mean   =   x Average subgroup range  =  R
Average of Subgroup  Means and Ranges Average of  subgroup means: where: x i  = i th  subgroup average k = number of subgroups Average of  subgroup ranges: where: R i  = i th  subgroup range k = number of subgroups
Computing Control Limits ,[object Object],[object Object],UCL = Process Average + 3 Standard Deviations LCL = Process Average – 3 Standard Deviations
Computing Control Limits ,[object Object],[object Object],[object Object],(continued) where A 2  = Shewhart factor for subgroup size n  from appendix Q
Example: R-chart The upper and lower control limits for an    R-chart are where: D 4  and D 3   are taken from the Shewhart table (appendix Q) for subgroup size = n
x-chart and R-chart UCL LCL time UCL LCL time R-chart x-chart
Using Control Charts ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Process In Control ,[object Object],UCL LCL time
Process Not in Control ,[object Object],[object Object],[object Object],[object Object],[object Object]
Process Not in Control ,[object Object],UCL LCL Nine or more points in a row on one side of the center line UCL LCL Six or more points moving in the same direction UCL LCL 14 or more points alternating above and below the center line UCL LCL
Out-of-control Processes ,[object Object],[object Object],[object Object],[object Object],[object Object]
p-Chart ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
p-Chart ,[object Object],[object Object],[object Object],[object Object],(continued)
Creating a p-Chart ,[object Object],[object Object],[object Object],[object Object],[object Object]
p-Chart Example Subgroup number Sample size Number of successes Proportion, p 1 2 3 … 150 150 150 15 12 17 … 10.00 8.00 11.33 … Average subgroup proportion   =   p
Average of Subgroup Proportions The average of subgroup proportions =  p where: p i  = sample proportion for subgroup i k = number of subgroups of size n where: n i  = number of items in sample i  n i  = total number of items  sampled in k samples If equal sample sizes: If unequal sample sizes:
Computing Control Limits ,[object Object],[object Object],UCL = Average Proportion + 3 Standard Deviations LCL = Average Proportion – 3 Standard Deviations
Standard Deviation of  Subgroup Proportions The estimate of the standard deviation for the subgroup proportions is If equal sample sizes: If unequal sample sizes: where:   =  mean subgroup proportion  n =  common sample size Generally,  is computed separately for each different sample size
Computing Control Limits ,[object Object],(continued) If sample sizes are equal, this becomes Proportions are never negative, so if the calculated lower control limit is negative, set LCL = 0
p-Chart Examples ,[object Object],For  unequal  sample sizes UCL LCL UCL LCL p p is constant since n is the same for all subgroups varies for each subgroup since n i  varies
c-Chart ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Mean and Standard Deviation for a c-Chart ,[object Object],The  standard deviation  for a c-chart is where: x i  = number of successes per sampling unit k = number of sampling units
c-Chart Control Limits The control limits for a c-chart are
Process Control ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
c-Chart Example ,[object Object],Sample number 1 2 3 4 5 6 7 Flaws found 2 1 3 0 5 1 0
Constructing the c-Chart ,[object Object],The control limits are: Note:  LCL < 0 so set LCL = 0
The completed c-Chart ,[object Object],UCL = 5.642 LCL = 0 Sample number 1  2  3  4  5  6  7  c = 1.714 6 5 4 3 2 1 0

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Quality and statistical process control ppt @ bec doms

  • 1. Introduction to Quality and Statistical Process Control
  • 2.
  • 3. Chapter Overview Quality Management and Tools for Improvement Deming’s 14 Points Juran’s 10 Steps to Quality Improvement The Basic 7 Tools Philosophy of Quality Tools for Quality Improvement Control Charts X-bar/R-charts p-charts c-charts
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10. The Deming Cycle The Deming Cycle The key is a continuous cycle of improvement Act Plan Do Study
  • 11.
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
  • 17. Process Variation Total Process Variation Common Cause Variation Special Cause Variation = + Variation is natural; inherent in the world around us No two products or service experiences are exactly the same With a fine enough gauge, all things can be seen to differ
  • 18. Sources of Variation Total Process Variation Common Cause Variation Special Cause Variation = + People Machines Materials Methods Measurement Environment Variation is often due to differences in:
  • 19. Common Cause Variation Total Process Variation Common Cause Variation Special Cause Variation = + Common cause variation naturally occurring and expected the result of normal variation in materials, tools, machines, operators, and the environment
  • 20. Special Cause Variation Total Process Variation Common Cause Variation Special Cause Variation = + Special cause variation abnormal or unexpected variation has an assignable cause variation beyond what is considered inherent to the process
  • 21.
  • 22. Control Chart Basics Process Average UCL = Process Average + 3 Standard Deviations LCL = Process Average – 3 Standard Deviations UCL LCL +3σ - 3σ Common Cause Variation: range of expected variability Special Cause Variation: Range of unexpected variability time
  • 23. Process Variability Process Average UCL = Process Average + 3 Standard Deviations LCL = Process Average – 3 Standard Deviations UCL LCL ±3σ -> 99.7% of process values should be in this range time Special Cause of Variation: A measurement this far from the process average is very unlikely if only expected variation is present
  • 24. Statistical Process Control Charts Statistical Process Control Charts X-bar charts and R-charts c-charts Used for measured numeric data Used for proportions (attribute data) Used for number of attributes per sampling unit p-charts
  • 25.
  • 26.
  • 27.
  • 28.
  • 29. Average of Subgroup Means and Ranges Average of subgroup means: where: x i = i th subgroup average k = number of subgroups Average of subgroup ranges: where: R i = i th subgroup range k = number of subgroups
  • 30.
  • 31.
  • 32. Example: R-chart The upper and lower control limits for an R-chart are where: D 4 and D 3 are taken from the Shewhart table (appendix Q) for subgroup size = n
  • 33. x-chart and R-chart UCL LCL time UCL LCL time R-chart x-chart
  • 34.
  • 35.
  • 36.
  • 37.
  • 38.
  • 39.
  • 40.
  • 41.
  • 42. p-Chart Example Subgroup number Sample size Number of successes Proportion, p 1 2 3 … 150 150 150 15 12 17 … 10.00 8.00 11.33 … Average subgroup proportion = p
  • 43. Average of Subgroup Proportions The average of subgroup proportions = p where: p i = sample proportion for subgroup i k = number of subgroups of size n where: n i = number of items in sample i  n i = total number of items sampled in k samples If equal sample sizes: If unequal sample sizes:
  • 44.
  • 45. Standard Deviation of Subgroup Proportions The estimate of the standard deviation for the subgroup proportions is If equal sample sizes: If unequal sample sizes: where: = mean subgroup proportion n = common sample size Generally, is computed separately for each different sample size
  • 46.
  • 47.
  • 48.
  • 49.
  • 50. c-Chart Control Limits The control limits for a c-chart are
  • 51.
  • 52.
  • 53.
  • 54.