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Using the Standard Normal Distribution to Solve SPC Problems
Table A.1: “Areas Under the Normal Curve” ISE 327 Ch. 3 Homework
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Applications of the Normal Distribution
A certain machine makes electrical resistors having a mean resistance of 40 ohms and a standard deviation of 2 ohms. What percentage of the resistors will have a resistance less than 44 ohms? Solution: X is normally distributed with μ = 40 and σ = 2 and x = 44 P(X<44) = P(Z< +2.0) = Therefore, we conclude that 97.72% will have a resistance less than 44 ohms What percentage will have a resistance greater than 44 ohms? ISE 327 Ch. 3 Homework
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The Normal Distribution “In Reverse”
Given a normal distribution with μ = 40 and σ = 6, find the value of X for which 45% of the area under the normal curve is to the left of X. If P(Z < k) = 0.45, then k = (table) Z = / (x-µ) / σ = (X – 40)/6 4) X- 40 = 6 * (-0.125) Therefore, X = 39.25 \ \ \ 45% k = X = 39.25 ISE 327 Ch. 3 Homework
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Problem 3.9a Part 1 Specifications 0.500 ± 0.025
LSL = USL = 0.525 Normal distribution μx = and σx = Find the percent that are within specifications. Step 1 Find the corresponding z values. Z = (x-µ) / σ ZL = ( )/0.0065 ZL = -4.62 Z = (x-µ) / σ ZU = ( )/0.0065 ZU = 3.08 LSL = 0.475 USL = 0.525 ZL = -4.62 ZU = 3.08 ISE 327 Ch. 3 Homework
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Problem 3.9a Part 2 Specifications 0.500 ± 0.025
LSL = USL = 0.525 Normal distribution μx = and σx = Find the percent that are within specifications. Step 2 Find the area under the curve between the LSL and USL. P(Z 3.08) - P(Z -4.62) = – 0.0 = Therefore % are within specifications. What percent are outside of specifications? LSL = 0.475 USL = 0.525 99.897% ZL = -4.62 ZU = 3.08 ISE 327 Ch. 3 Homework
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Problem 3.9b Specifications 0.500 ± 0.025 LSL = 0.475 USL = 0.525
Normal distribution Process variability reduced to 0.003 μx = and σx = 0.003 Find the percent that are within specifications. Z = (x-µ) / σ ZL = ( )/0.003 ZL = -10.0 Similarly, ZU = 6.667 P(Z 6.667) - P(Z -10.0) Approximately 100% Therefore 100% are within specifications. LSL = 0.475 USL = 0.525 ~ 100% ZL = -10.0 ZU = 6.667 ISE 327 Ch. 3 Homework
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