ADDITIONAL SAMPLING PROCEDURES Chapter 16. Introduction to Statistical Quality Control, 6 th Edition...

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ADDITIONAL SAMPLING PROCEDURES Chapter 16

Transcript of ADDITIONAL SAMPLING PROCEDURES Chapter 16. Introduction to Statistical Quality Control, 6 th Edition...

Page 1: ADDITIONAL SAMPLING PROCEDURES Chapter 16. Introduction to Statistical Quality Control, 6 th Edition by Douglas C. Montgomery. Copyright (c) 2009 John.

ADDITIONAL SAMPLING PROCEDURES

Chapter 16

Page 2: ADDITIONAL SAMPLING PROCEDURES Chapter 16. Introduction to Statistical Quality Control, 6 th Edition by Douglas C. Montgomery. Copyright (c) 2009 John.

Chapter 16 Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009  John Wiley & Sons, Inc.

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ADVANTAGES •Same operating-characteristic curve can be obtained with a smaller sample size than would be required by an attributes sampling plan

•Measurement data usually provide more information than attributes data

•Finally, when acceptable quality level as are very small, sample sizes required by attributes sampling plans are very large

Acceptance Sampling by Variables

Page 3: ADDITIONAL SAMPLING PROCEDURES Chapter 16. Introduction to Statistical Quality Control, 6 th Edition by Douglas C. Montgomery. Copyright (c) 2009 John.

DISADVANTAGES• Distribution of OC curve must be known. Most standard

plans assume distribution of quality characteristic is normal. If not then it is assumed that it is, which leads to serious problems regarding accepting or rejecting of lots.

• A separate sampling plan must be employed for each quality characteristic that is being inspected i.e f there are 4 quality characteristics, then 4 sampling plans.

• Possible to reject a lot even though the actual sample inspected does not contain any defective items

Page 4: ADDITIONAL SAMPLING PROCEDURES Chapter 16. Introduction to Statistical Quality Control, 6 th Edition by Douglas C. Montgomery. Copyright (c) 2009 John.

Types of Sampling Plans available

• Two types of variable sampling plans– Plans that control lot or process fraction

defective, and – Plans that control the process parameter

(usually mean)

Page 5: ADDITIONAL SAMPLING PROCEDURES Chapter 16. Introduction to Statistical Quality Control, 6 th Edition by Douglas C. Montgomery. Copyright (c) 2009 John.

• Consider the first type of plan ,either the LSL or USL will be defined or both.

• In Fig 16.1 LSL is mentioned, x is normally distributed, mean is u and SD is

Page 6: ADDITIONAL SAMPLING PROCEDURES Chapter 16. Introduction to Statistical Quality Control, 6 th Edition by Douglas C. Montgomery. Copyright (c) 2009 John.

• SD is known

• We may want to know that the sample from the lot to determine whether or not the value of the mean is such that the fraction defective p is acceptable.

Page 7: ADDITIONAL SAMPLING PROCEDURES Chapter 16. Introduction to Statistical Quality Control, 6 th Edition by Douglas C. Montgomery. Copyright (c) 2009 John.

Chapter 16 Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009  John Wiley & Sons, Inc.

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Page 8: ADDITIONAL SAMPLING PROCEDURES Chapter 16. Introduction to Statistical Quality Control, 6 th Edition by Douglas C. Montgomery. Copyright (c) 2009 John.

Chapter 16 Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009  John Wiley & Sons, Inc.

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Page 9: ADDITIONAL SAMPLING PROCEDURES Chapter 16. Introduction to Statistical Quality Control, 6 th Edition by Douglas C. Montgomery. Copyright (c) 2009 John.

Chapter 16 Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009  John Wiley & Sons, Inc.

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Page 10: ADDITIONAL SAMPLING PROCEDURES Chapter 16. Introduction to Statistical Quality Control, 6 th Edition by Douglas C. Montgomery. Copyright (c) 2009 John.

Chapter 16 Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009  John Wiley & Sons, Inc.

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Cautions in the use of variables sampling:

• Usual assumption is that the parameter of interest follows the normal distribution

• If parameter of interest is not normally distributed, estimates of the fraction defective will not be the same as if normally distributed

• Difference between estimated fraction defectives may be large when dealing with very small fractions defective

Page 11: ADDITIONAL SAMPLING PROCEDURES Chapter 16. Introduction to Statistical Quality Control, 6 th Edition by Douglas C. Montgomery. Copyright (c) 2009 John.

Chapter 16 Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009  John Wiley & Sons, Inc.

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16.3 MIL STD 414 (ANSI/ASQ Z1.9)

• MIL STD 414 is a lot-by-lot acceptance-sampling plan for variables

• Focal point is the AQL which ranges from 0.04% to 15%

• Five general inspection levels,where level IV is designated as normal. – Level V gives a steeper OC curve than level IV.– When reduced costs are required, or greater risks can be

tolerated than lower levels can be used.

Page 12: ADDITIONAL SAMPLING PROCEDURES Chapter 16. Introduction to Statistical Quality Control, 6 th Edition by Douglas C. Montgomery. Copyright (c) 2009 John.

• Sample sizes are a function of the lot size and the inspection level

• Provision is made for normal, tightened, and reduced inspection

• Quality characteristic of interest is assumed to be normally distributed

Page 13: ADDITIONAL SAMPLING PROCEDURES Chapter 16. Introduction to Statistical Quality Control, 6 th Edition by Douglas C. Montgomery. Copyright (c) 2009 John.

Chapter 16 Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009  John Wiley & Sons, Inc.

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Page 14: ADDITIONAL SAMPLING PROCEDURES Chapter 16. Introduction to Statistical Quality Control, 6 th Edition by Douglas C. Montgomery. Copyright (c) 2009 John.

Chapter 16 Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009  John Wiley & Sons, Inc.

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Refer to the textbook, page 678 for Table 16.2

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Chapter 16 Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009  John Wiley & Sons, Inc.

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Page 16: ADDITIONAL SAMPLING PROCEDURES Chapter 16. Introduction to Statistical Quality Control, 6 th Edition by Douglas C. Montgomery. Copyright (c) 2009 John.

Chapter 16 Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009  John Wiley & Sons, Inc.

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Page 17: ADDITIONAL SAMPLING PROCEDURES Chapter 16. Introduction to Statistical Quality Control, 6 th Edition by Douglas C. Montgomery. Copyright (c) 2009 John.

Chapter 16 Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009  John Wiley & Sons, Inc.

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Discussion

• It is not possible to move directly from an attributes sampling plan in the current MIL STD 105E to a corresponding variables plan in MIL STD 414 if the assurance of continued protection is desired for certain lot sizes and AQLs

• Civilian counterpart of MIL STD 414 restores the match to attributes plans—that is, ANSI/ASQC Z1.9 is directly compatible with MIL STD 105E– Makes it possible to start inspection by using an attributes

scheme from MIL STD 105E, collect sufficient information to use variables inspection, then switch to variables scheme while maintaining the same AQL-code letter combination

Page 18: ADDITIONAL SAMPLING PROCEDURES Chapter 16. Introduction to Statistical Quality Control, 6 th Edition by Douglas C. Montgomery. Copyright (c) 2009 John.

Continuous Sampling

• All the sampling plans are based on lot by lot sampling.

• Explicit assumption is that the lots are formed and then the sample from them is tested to decide the acceptance or rejection .

• But there are many manufacturing processes when that is not the case.

Page 19: ADDITIONAL SAMPLING PROCEDURES Chapter 16. Introduction to Statistical Quality Control, 6 th Edition by Douglas C. Montgomery. Copyright (c) 2009 John.

• Two procedures can be used.– Accumulation of production at a given point in

assembly line. But this may lead to in-process inventory

– Second procedure marks off the given segment of the production as lot. But if the lot is rejected, and 100% inspection is required, then it will lead to disassembly of semi fnished products.

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Chapter 16 Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009  John Wiley & Sons, Inc.

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Page 21: ADDITIONAL SAMPLING PROCEDURES Chapter 16. Introduction to Statistical Quality Control, 6 th Edition by Douglas C. Montgomery. Copyright (c) 2009 John.

Chapter 16 Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009  John Wiley & Sons, Inc.

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Page 22: ADDITIONAL SAMPLING PROCEDURES Chapter 16. Introduction to Statistical Quality Control, 6 th Edition by Douglas C. Montgomery. Copyright (c) 2009 John.

Chapter 16 Introduction to Statistical Quality Control, 6th Edition by Douglas C. Montgomery.Copyright (c) 2009  John Wiley & Sons, Inc.

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