Application of spc can improve quality standards

Assignment Help Applied Statistics
Reference no: EM13336830

1. SPC is one of a number of tools which can be used to improve manufacturing quality standards.

(a) Outline two techniques which can be used to decide where to put SPC effort most effectively.

(b) State 3 ways in which the application of SPC can improve quality standards.

(c) State the three basic elements of SPC.

2. From the data given on the next page, produce:

  • a tally chart
  • a frequency chart
  • a ranked frequency chart with cumulative frequencies (work to whole numbers only)
  • a Pareto diagram of percentage frequencies and percentage cumulative frequencies (work to whole numbers only).

Data: Record of reasons for rejection of 80 components by 10 types of defects, A to K.

CEECEEKBEC

CCEBICKFKCC

CCEEEEJKJH

EEEECEFCCC

CBBOHFEEBE

AEDEBEBAHC

CKEOHFEEEC

HKEHEECACC.

3. (a) Give examples from your own experience of discrete and continuous variables, and distinguish between the two types.

(b) State the five types of central tendency in general use. Which of these are most frequently used in SPC work?

(c) Calculate the median for the group of results tabulated below: 1,3,4,6,7,9,11,14,16,17,18.

4. (a) What is the mathematical relationship between variance and standard deviation?

(b) Calculate the range and the arithmetic mean for the following set of data.

4,8,16,20,28,32,38,44,48,54,60.

(c) Supply the missing words in the following statement.

'In very many practical SPC cases approximately ................  of the results recorded will lie within a range defined by the mean plus and minus one standard deviation'

5. (a) Sketch the Standard Normal Distribution curve.

(b) State the area under this curve from -00 to +00.

(c) With reference to the Standard Normal Distribution curve, what percentage of results lie within the following ranges?

(i) Mean ±1 standard deviation

(ii) Mean ±2 standard deviation

(iii) Mean ±3 standard deviations.

6. Describe how to assess the capability of any process to meet its requirements and stay within predefined specification limits.

State the different choices of control chart available and the preferred system used by the process industries.

7. For a given process, the upper specification and lower specification limits are set at 2.549 and 2.503 respectively. If the standard deviation for this process is 0.0036 and the mean is 2.530, calculate the following indices.

(i) Process capability index Cp.

(ii) Process capability index CPk.

Using your results, make recommendations as to whether this process is capable, and likely to meet its specification requirements. What are the relative advantages of the two types of process capability index?

8. (a) In the event of a process being found to be incapable, what remedial action should be taken to bring it back within specification limits?

State the two types of causes of variations occurring in a process and provide a brief description of each.

(b) Mark up the diagram opposite, using a pattern of dots in each case, to show the differences between "precise/imprecise" and "accurate/inaccurate" in SPC work.

356_Statistical Process Control.png

9.

(a) Write an equation defining the Relative Precision Index.

(b) Two sets of components are being made. Inspection sample size is 4.

For set (1), the Total Specification Tolerance is 0.10 mm, and the average range is 0.05 mm.

For set (2), the Total Specification Tolerance is again 0.10 mm but the average range is 0.02 mm.

Calculate the Relative Precision Index in each case and, from the table on the following page, state the relative precision for each group.

1980_Statistical Process Control1.png

10.

Control chart systems can operate on two basic methods of measurement. State these two methods and briefly distinguish between them, giving three examples of industrial processes where each might be applied. Specify an appropriate sampling procedure in each case.

11.

(a) Write a brief note stating the circumstances under which cusum charting may be preferable to normal Shewart charting methods.

(b) Calculate the mean of the sample values below, and suggest a suitable value for k, the cusum reference value.

2.07 2.03 1.99 1.99 2.01 2.00 2.05 2.02

(c) Using the chosen value of k and referring to the cusum chart below, state the process mean between the points x and y.

109_Statistical Process Control2.png

12. In a manufacturing process, the following data is obtained after examining 10 samples, each of 6 items.

Sample
number

1

2

3

4

5

6

7

8

9

10

Range

0.09

0.08

0.10

0.11

0.12

0.08

0.13

0.08

0.09

0.12

Using this data and the information given below, design and sketch an average control chart, showing upper and lower design limits, upper and lower action limits, and nominal value. Calculate and state the range control limit value.

Nominal size = 12.00 mm, tolerance ± 0.15 mm, Take A"0.025 = 0.90 and D'0.001 = 221.

13. Comment on the production control situations depicted by the four control charts shown on the following page, and state what action, if any, would be necessary in each case.

2091_Statistical Process Control3.png

14.

(a) Components are being made in batches of 400, and Inspection Level II is required. Using TABLE 1, determine the BS 6001 code letter.

(b) From your answer to part (a) of this question, and using TABLE 3, determine the sample size that should be drawn.

(c) If an AQL of 2.5 is specified, use TABLE 3 to determine the acceptance and rejection levels applying.

(d) If we assume a 5% defectives level, use FIGURE 1 to determine the percentage of lots we can expect to be accepted.

15. The process for the production of an electrical device is suitable for inspection by variables. Production is inspected in lots of 150, at inspection level II, normal inspection with AQL = 2.5%. The maximum temperature of operation for the device is specified as 50 °C.

(a) Use TABLES 4 and 5 to find the sample code letter, the sample size and the acceptability constant.

(b) A sample is taken and the temperature measurements are as follows: 43 °C, 49 °C, 46 °C, 39 °C, 44 °C, 45 °C, 40 °C, 48 °C, 46 °C and 41 °C.

Determine whether the lot should be accepted.

16. Consider the following scenario:

A manufacturer makes silicon strain gauge transducers that are designed to produce a linear voltage output that is directly proportional to the applied pressure. Six different processing lines are used to manufacture the gauges.

In this application an important physical property of the silicon layer formed to fabricate the gauge is its Young's modulus. There have been some calibration problems with the gauges and an engineer suspects that one of the process lines is producing a mean value of Young's modulus that is different from that of the other processing lines.

The Young's modulus of the silicon was measured from a random sample of four gauges taken from each of the processing lines. The results [in GPa] are given in the table below.

Your manager asks you to test the engineer's hypothesis by performing an analysis of variance at the 0.05 level of significance. He has, moreover, heard about 'Six Sigma' and asks you to advise if its introduction would alleviate any supposed issues with the manufacturing of the gauges.

Produce a short report to update your manager on both the method and results of your analysis and the introduction od 'Six Sigma'.

1976_Statistical Process Control4.png

Reference no: EM13336830

Questions Cloud

The equivalent annual worth is most nearly : A product is expected to earn 25,000 at the end of the first year, and to decrease 500 subsequent year. This product is going to be in service five years. The market value at the end of five years is 5,000. At an interest rate of return of 5%,..
People haveresorted to carry out exchange : In countries where the monetary system has broken dow, what are some of the alternatives to which people haveresorted to carry out exchange?
How well do punches of market satisfy properties of ideal : How well do punches of market satisfy properties of ideal money (durable, portable, divisible, uniform quantity, low opportunity cost, stable value)?
Unique brand of crepes to stall-holders on hermoza beach : Crepe Creations is considering franchising its unique brand of crepes to stall-holders on Hermoza Beach
Application of spc can improve quality standards : SPC is one of a number of tools which can be used to improve manufacturing quality standards - Outline two techniques which can be used to decide where to put SPC effort most effectively.
A firm contemplating replacing a computer : A firm contemplating replacing a computer (D) it purchased three years ago for 6,000. In two year it will have a salvage value of 800. Operating maintenance costs have been 1,000 per year.
What is the elevators power output : An elevator is able to raise 9,800 N to a height of 27 m in 20 s. What is the elevator's power output
Explain strong acid to the salt of a weak acid : Why do I add strong acid (e.g. HCl) to the salt of a weak acid (ammonium acetate) to bring UP the pH of the buffer solution from the pKa
What is the bicyclists average power output : It takes 150 minutes for a middle-aged physics professor to ride his bicycle up the road to Alpe d'Huez in France. What is the bicyclist's average power output

Reviews

Write a Review

Applied Statistics Questions & Answers

  What is the general linear model

What is the General Linear Model (GLM)? Why does it matter and compare and contrast parametric and nonparametric statistics. Why and in what types of cases would you use one over the other?

  Business research report proposal

Identify a business research topic and define the research questions for the identified problem or opportunity

  Write down the regression equation

Write down the regression equation and state the R-squared value and the standard error and explain what they mean with respect to the data.

  Interval for the mean femininity score

Construct a 88% confidence interval for the mean femininity score of all male hotel managers and estimate the percent change amongst lactating mothers to within ± 0.5% with 99% confidence. How large a sample of nursing mothers do you need?

  Draw the density function

What are the possible values of this random variable and draw the density function.

  Statistic project

Identify sample, population, sampling frame (if applicable), and response rate (if applicable). Describe sampling technique (if applicable) or experimental design

  What fraction of assemblies will fail to meet specifications

The specifications of the clearance between the mating parts are 0.5 ± 0.4. What fraction of assemblies will fail to meet specifications if assembly is at random?

  What is the correlation coefficient

What is the correlation coefficient and do the data provide sufficient evidence to conclude that the number of years of study and test score are linearly positively correlated? Use α = 0.01

  Estimate the model time series and cross-section

Explain what type of data you would use to estimate the model - time series, cross-section, or panel data and Identify the dependent variable and the independent variables

  Calculate the sample size needed given these factors

Calculate the sample size needed given these factors

  Find probability that exactly 5 rats have recessive traits

Find the probability that exactly 5 rats have recessive traits and find the probability that no more than 9 rats have recessive traits.

  The health of the stock market at the time of the ipo

Facebook CEO Mark Zuckerberg recently announced that it would be going public. The usual suspects, Morgan Stanley, JPMorgan Chase, and Goldman Sachs will be the lead underwriters. When Facebook was choosing underwriters, they were made varying..

Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd