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1、,Process Capability & Statistical Quality Control,Operations Management,For Competitive Advantage,CHASE AQUILANO JACOBS,ninth edition,Technical Note 7,Technical Note 7Process Capability and Statistical Quality Control,Process Variation Process Capability Process Control Procedures Variable data Attr
2、ibute data Acceptance Sampling Operating Characteristic Curve,Basic Forms of Variation,Assignable variation is caused by factors that can be clearly identified and possibly managed. Common variation is inherent in the production process.,Taguchis View of Variation,Exhibits TN7.1 & TN7.2,Process Capa
3、bility,Process limits Tolerance limits How do the limits relate to one another?,Process Capability Index, Cpk,Shifts in Process Mean,Capability Index shows how well parts being produced fit into design limit specifications.,As a production process produces items small shifts in equipment or systems
4、can cause differences in production performance from differing samples.,Types of Statistical Sampling,Attribute (Go or no-go information) Defectives refers to the acceptability of product across a range of characteristics. Defects refers to the number of defects per unit which may be higher than the
5、 number of defectives. p-chart application Variable (Continuous) Usually measured by the mean and the standard deviation. X-bar and R chart applications,UCL,LCL,Samples over time,1 2 3 4 5 6,UCL,LCL,Samples over time,1 2 3 4 5 6,UCL,LCL,Samples over time,1 2 3 4 5 6,Normal Behavior,Possible problem,
6、 investigate,Possible problem, investigate,Statistical Process Control (SPC) Charts,Control Limits are based on the Normal Curve,x,0,1,2,3,-3,-2,-1,z,m,Standard deviation units or “z” units.,Control Limits,We establish the Upper Control Limits (UCL) and the Lower Control Limits (LCL) with plus or mi
7、nus 3 standard deviations. Based on this we can expect 99.7% of our sample observations to fall within these limits.,99.7%,Example of Constructing a p-Chart: Required Data,Statistical Process Control Formulas:Attribute Measurements (p-Chart),1. Calculate the sample proportions, p (these are what can
8、 be plotted on the p-chart) for each sample.,Example of Constructing a p-chart: Step 1,2. Calculate the average of the sample proportions.,3. Calculate the standard deviation of the sample proportion,Example of Constructing a p-chart: Steps 2&3,4. Calculate the control limits.,UCL = 0.0924 LCL = -0.
9、0204 (or 0),Example of Constructing a p-chart: Step 4,Example of Constructing a p-Chart: Step 5,5. Plot the individual sample proportions, the average of the proportions, and the control limits,Example of x-Bar and R Charts: Required Data,Example of x-bar and R charts: Step 1. Calculate sample means
10、, sample ranges, mean of means, and mean of ranges.,Example of x-bar and R charts: Step 2. Determine Control Limit Formulas and Necessary Tabled Values,From Exhibit TN7.7,Example of x-bar and R charts: Steps 3&4. Calculate x-bar Chart and Plot Values,Example of x-bar and R charts: Steps 5&6. Calcula
11、te R-chart and Plot Values,UCL,LCL,Basic Forms of Statistical Sampling for Quality Control,Sampling to accept or reject the immediate lot of product at hand (Acceptance Sampling). Sampling to determine if the process is within acceptable limits (Statistical Process Control),Acceptance Sampling,Purpo
12、ses Determine quality level Ensure quality is within predetermined level Advantages Economy Less handling damage Fewer inspectors Upgrading of the inspection job Applicability to destructive testing Entire lot rejection (motivation for improvement),Acceptance Sampling,Disadvantages Risks of acceptin
13、g “bad” lots and rejecting “good” lots Added planning and documentation Sample provides less information than 100-percent inspection,Acceptance Sampling: Single Sampling Plan,A simple goal Determine (1) how many units, n, to sample from a lot, and (2) the maximum number of defective items, c, that c
14、an be found in the sample before the lot is rejected.,Risk,Acceptable Quality Level (AQL) Max. acceptable percentage of defectives defined by producer. a (Producers risk) The probability of rejecting a good lot. Lot Tolerance Percent Defective (LTPD) Percentage of defectives that defines consumers r
15、ejection point. (Consumers risk) The probability of accepting a bad lot.,Operating Characteristic Curve,Example: Acceptance Sampling Problem,Zypercom, a manufacturer of video interfaces, purchases printed wiring boards from an outside vender, Procard. Procard has set an acceptable quality level of 1
16、% and accepts a 5% risk of rejecting lots at or below this level. Zypercom considers lots with 3% defectives to be unacceptable and will assume a 10% risk of accepting a defective lot. Develop a sampling plan for Zypercom and determine a rule to be followed by the receiving inspection personnel.,Exa
17、mple: Step 1. What is given and what is not?,In this problem, AQL is given to be 0.01 and LTDP is given to be 0.03. We are also given an alpha of 0.05 and a beta of 0.10.,What you need to determine your sampling plan is “c” and “n.”,Example: Step 2. Determine “c”,First divide LTPD by AQL.,Then find the value for “c” by selecting the value in the TN7.10 “n(AQL)”column that is equal to or just greater than the ratio above.,So, c = 6.,Example: Step 3. Determine Sample Size,c = 6, from Table n (AQL) = 3.286, from Table AQL = .01, give
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