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Chapter 36 
Quality Assurance, Testing, and Inspection 
Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. 
ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
Life Expectancy of Some Products 
Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. 
ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
Deming’s 14 Points 
Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. 
ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
Example of Robust Design 
Figure 36.1 A simple example of robust design. (a) Location of two mounting holes on 
a sheet-metal bracket where the deviation keeping the top surface of the bracket from 
being perfectly horizontal is ±α. (b) New location of holes where the deviation (keeping 
the top surface of the bracket from being perfectly horizontal) is reduced to ±α/2. 
Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. 
ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
Taguchi Loss Function in Television Sets 
! 
Loss cost = k (Y " T)2 +# 2 [ ] 
k = 
Replacement cost 
(LSL -T)2 
Figure 36.2 (a) Objective-function value distribution of color density for television 
sets. (b) Taguchi loss function showing the average replacement cost per unit to 
correct quality problems. Source: Courtesy of G. Taguchi. 
Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. 
ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
Frequency Distributions 
x 
1 + x 
2 + x 
( 3 +K+ xn) 
+K+ xn ( # x )2 
Figure 36.3 (a) A histogram of 
the number of shafts measured 
and their respective diameters. 
This type of curve is called a 
frequency distribution. (b) A 
normal distribution curve 
indicating areas within each 
range of standard deviation. 
Note: The greater the range, the 
higher is the percentage of parts 
that fall within it. 
! 
Arithmetic mean, x = 
n 
Standard deviation, " = 
x 
( 1 # x )2 
+ x 
( 2 # x )2 
n #1 
Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. 
ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
Frequency Distribution Curve 
Figure 36.4 Frequency distribution curve showing lower and upper limits. 
Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. 
ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. 
ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved. 
Statistical 
Quality Control 
Charts 
Figure 36.5 Control charts 
used in statistical quality 
control. The process 
shown is in good statistical 
control because all points 
fall within the lower and 
upper control limits. In this 
illustration, the ample size 
is 5, and the number of 
samples is 1.5.
Constants for Control Charts 
! 
UCLx = x + 3" = x + A2R 
LCLx = x # 3" = x # A2R 
UCLR = D4R 
LCLR = D3R 
Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. 
ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
Control Charts 
Figure 36.6 Control charts. (a) Process 
negins to become out of control because of 
such factors as tool wear (drift). The tool is 
changed and the process is then in statistical 
control. (b) Process parameters are not set 
properly; thus, all parts are around the upper 
control limit (shift in mean). (c) Process 
becomes out of control because of factors 
such as a change in the properties of the 
incoming material (shift in mean). 
Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. 
ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
Unstable and Stable Processes 
Figure 36.7 Illustration of processes that are (a) unstable or out of control and (b) 
stable or in control. Note in sketch (b) that all distributions have lower standard 
deviations and have means closer to the desired value. Source: After K. Crow. 
Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. 
ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
Operating-Characteristics Curve used in 
Acceptance Sampling 
Figure 36.8 A typical operating-characteristics curve used in acceptance 
sampling. The higher the percentage of defective parts, the lower is the 
probability of acceptance by the consumer. There are several methods of 
obtaining these curves. 
Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. 
ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
Liquid-Penetrant Inspection 
Figure 36.9 Sequence of operations for liquid-penetrant inspection to detect the presence 
of cracks and other flaws in a workpiece. Source: Metals Handbook, Desk Edition. 
Copyright © 1985, ASM International, Metals Park, Ohio. Used with permission. 
Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. 
ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
Magnetic-Particle Inspection 
Figure 36.10 Schematic illustration of magnetic-particle inspection of a part with a 
defect in it. Cracks that are in a direction parallel to the magnetic field (such as in 
A) would not be detected, whereas the others shown would. Cracks F, G, and H 
are the easiest to detect. Source: Metals Handbook, Desk Edition, Copyright © 
1985, ASM International, Metals Park, Ohio. Used with permission. 
Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. 
ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
Radiographic Inspection Methods 
Figure 36.11 Three methods of radiographic inspection: (a) conventional radiography, 
(b) digital radiography, and (c) computed tomography. Source: Courtesy of Advanced 
Materials and Processes, November 1990. ASM International. 
Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. 
ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
Eddy-Flow Current Changes 
Figure 36.12 Changes in eddy-current flow caused by a defect in a workpiece. 
Source: Metals Handbook, Desk Edition, Copyright © 1985, ASM International, 
Metals Park, Ohio. Used with permission. 
Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. 
ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
Basic Optical System for Detecting Flaws in Radiography 
Figure 36.13 Schematic illustration of the basic optical system used in 
holography elements in radiography for detecting flaws in workpieces. Source: 
Metals Handbook, Desk Edition. Copyright © 1985, ASM International, Metals 
Park, Ohio. Used with permission. 
Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. 
ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.

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QA Testing Inspection Chapter

  • 1. Chapter 36 Quality Assurance, Testing, and Inspection Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
  • 2. Life Expectancy of Some Products Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
  • 3. Deming’s 14 Points Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
  • 4. Example of Robust Design Figure 36.1 A simple example of robust design. (a) Location of two mounting holes on a sheet-metal bracket where the deviation keeping the top surface of the bracket from being perfectly horizontal is ±α. (b) New location of holes where the deviation (keeping the top surface of the bracket from being perfectly horizontal) is reduced to ±α/2. Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
  • 5. Taguchi Loss Function in Television Sets ! Loss cost = k (Y " T)2 +# 2 [ ] k = Replacement cost (LSL -T)2 Figure 36.2 (a) Objective-function value distribution of color density for television sets. (b) Taguchi loss function showing the average replacement cost per unit to correct quality problems. Source: Courtesy of G. Taguchi. Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
  • 6. Frequency Distributions x 1 + x 2 + x ( 3 +K+ xn) +K+ xn ( # x )2 Figure 36.3 (a) A histogram of the number of shafts measured and their respective diameters. This type of curve is called a frequency distribution. (b) A normal distribution curve indicating areas within each range of standard deviation. Note: The greater the range, the higher is the percentage of parts that fall within it. ! Arithmetic mean, x = n Standard deviation, " = x ( 1 # x )2 + x ( 2 # x )2 n #1 Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
  • 7. Frequency Distribution Curve Figure 36.4 Frequency distribution curve showing lower and upper limits. Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
  • 8. Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved. Statistical Quality Control Charts Figure 36.5 Control charts used in statistical quality control. The process shown is in good statistical control because all points fall within the lower and upper control limits. In this illustration, the ample size is 5, and the number of samples is 1.5.
  • 9. Constants for Control Charts ! UCLx = x + 3" = x + A2R LCLx = x # 3" = x # A2R UCLR = D4R LCLR = D3R Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
  • 10. Control Charts Figure 36.6 Control charts. (a) Process negins to become out of control because of such factors as tool wear (drift). The tool is changed and the process is then in statistical control. (b) Process parameters are not set properly; thus, all parts are around the upper control limit (shift in mean). (c) Process becomes out of control because of factors such as a change in the properties of the incoming material (shift in mean). Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
  • 11. Unstable and Stable Processes Figure 36.7 Illustration of processes that are (a) unstable or out of control and (b) stable or in control. Note in sketch (b) that all distributions have lower standard deviations and have means closer to the desired value. Source: After K. Crow. Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
  • 12. Operating-Characteristics Curve used in Acceptance Sampling Figure 36.8 A typical operating-characteristics curve used in acceptance sampling. The higher the percentage of defective parts, the lower is the probability of acceptance by the consumer. There are several methods of obtaining these curves. Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
  • 13. Liquid-Penetrant Inspection Figure 36.9 Sequence of operations for liquid-penetrant inspection to detect the presence of cracks and other flaws in a workpiece. Source: Metals Handbook, Desk Edition. Copyright © 1985, ASM International, Metals Park, Ohio. Used with permission. Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
  • 14. Magnetic-Particle Inspection Figure 36.10 Schematic illustration of magnetic-particle inspection of a part with a defect in it. Cracks that are in a direction parallel to the magnetic field (such as in A) would not be detected, whereas the others shown would. Cracks F, G, and H are the easiest to detect. Source: Metals Handbook, Desk Edition, Copyright © 1985, ASM International, Metals Park, Ohio. Used with permission. Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
  • 15. Radiographic Inspection Methods Figure 36.11 Three methods of radiographic inspection: (a) conventional radiography, (b) digital radiography, and (c) computed tomography. Source: Courtesy of Advanced Materials and Processes, November 1990. ASM International. Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
  • 16. Eddy-Flow Current Changes Figure 36.12 Changes in eddy-current flow caused by a defect in a workpiece. Source: Metals Handbook, Desk Edition, Copyright © 1985, ASM International, Metals Park, Ohio. Used with permission. Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.
  • 17. Basic Optical System for Detecting Flaws in Radiography Figure 36.13 Schematic illustration of the basic optical system used in holography elements in radiography for detecting flaws in workpieces. Source: Metals Handbook, Desk Edition. Copyright © 1985, ASM International, Metals Park, Ohio. Used with permission. Manufacturing, Engineering & Technology, Fifth Edition, by Serope Kalpakjian and Steven R. Schmid. ISBN 0-13-148965-8. © 2006 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.