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Control Charts - SPC Types of Control Charts:
SPC – Statistical Process Control X – Chart & R Chart Quantitative Data – Control Mean and Variation for a Process P – Chart Qualitative Data – Control Percent Defective C – Chart Blemish Rate – Control the Number of Non-Fatal Flaws per Item
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Product Meets Specifications
3 – Sigma Control Limits .9973 obs µ - 3σ µ + 3σ LCL = µ - 3σ UCL = µ + 3σ Six – Sigma – Design the Process so Product can vary by 6 Sigma Product Meets Specifications µ - 6σ µ + 6σ obs
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X – Chart and R – Chart Take m Samples of Size n Each.
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Control Chart: Bearing Diameter
Ex 18.1: m = n = 6 X = R = .136 Sigma level: 3 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1 Bearing Diameter UCL = Average = LCL = Control Chart: Bearing Diameter Mean
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Control Chart: Bearing Diameter
Sigma level: 3 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1 Range .4 .3 .2 .1 0.0 Bearing Diameter UCL = .2725 Average = .1360 LCL = .0000
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Remove Data Sets: 3, 5, 11, 16, X = R = .12
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P – Chart X j = Number of Defects in j th Sample out of n
p j = X j / n Sample Proportion Ex 18.3: m = n = ∑X j = 53
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C – Chart c j - # Flaws in the j th Sample
Poisson Distribution – Std Dev = Square Root of the Mean Ex 18.4: m = ∑c j = 50
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Interpreting Control Charts: Points above UCL and/or below LCL
Centerline
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Interpreting Control Charts: 8 Consecutive Points on One Side of the Centerline
UCL LCL Centerline
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Interpreting Control Charts: 7 Consecutive Increasing Points
UCL LCL Centerline
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2 out of 3 Consecutive Points in Outer 1/3
UCL LCL Centerline 4 out of 5 Consecutive Points in Outer 2/3 UCL LCL Centerline
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