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2015 | OriginalPaper | Buchkapitel

9. Analyze Phase

verfasst von : K. Muralidharan

Erschienen in: Six Sigma for Organizational Excellence

Verlag: Springer India

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Abstract

The essence of any Six Sigma project is the analysis part of measured data. Most of the analytical tools are presented and illustrated in this chapter. This includes the discussion on parametric and nonparametric inferences. The parameter estimation and confidential estimation are carried out for various process characteristics. Similar attempt is made on hypothesis testing of parameters and goodness-of-fit of the models. The technique used to test hypothesis for a multitude of parameters relating to population means known as the analysis of variance is also studied in detail. Further, the modeling relationship between variables is studied through correlation and regression analysis, which includes both linear and nonlinear models. Some of the management tools such as root cause analysis, fault tree analysis (FTA), and 5-Why’s techniques essential for deciding the critical-to-quality parameters are also a part of this chapter.

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Literatur
1.
Zurück zum Zitat AIAG.: Potential Failure Mode and Effect Analysis. Automotive Industry Action Group, (1993) AIAG.: Potential Failure Mode and Effect Analysis. Automotive Industry Action Group, (1993)
2.
Zurück zum Zitat AIAG.: Potential Failure Mode and Effect Analysis, 4th edn. Automotive Industry Action Group, (2008) ISBN: 9781605341361 AIAG.: Potential Failure Mode and Effect Analysis, 4th edn. Automotive Industry Action Group, (2008) ISBN: 9781605341361
3.
Zurück zum Zitat Anderson, B., Fagerhaug, T.: Root Cause Analysis: Simplified Tools and Techniques. ASQ Quality Press, Milwaukee (2000) Anderson, B., Fagerhaug, T.: Root Cause Analysis: Simplified Tools and Techniques. ASQ Quality Press, Milwaukee (2000)
4.
Zurück zum Zitat Arcaro, J.S.: TQM Facilitator’s Guide. St. Lucie Press, Boca Raton (1997) Arcaro, J.S.: TQM Facilitator’s Guide. St. Lucie Press, Boca Raton (1997)
5.
Zurück zum Zitat Barnett, V.: Convenient Plotting Positions for The Normal Distribution. Marcel Dekker, New York (1976) Barnett, V.: Convenient Plotting Positions for The Normal Distribution. Marcel Dekker, New York (1976)
6.
Zurück zum Zitat Blom, G.: Statistical estimates and transformed beta variables. Wiley, New York (1958)MATH Blom, G.: Statistical estimates and transformed beta variables. Wiley, New York (1958)MATH
7.
Zurück zum Zitat Brassard, M.: The Memory Jogger Plus+: Featuring the Seven Management and Planning Tools. Goal/QPC, Salem (1996) Brassard, M.: The Memory Jogger Plus+: Featuring the Seven Management and Planning Tools. Goal/QPC, Salem (1996)
8.
Zurück zum Zitat Brassard, M., Ritter, D.: The Memory Jogger II: A Pocket Guide of Tools for Continuous Improvement and Effective Planning. GOAL/QPC, Salem (1994) Brassard, M., Ritter, D.: The Memory Jogger II: A Pocket Guide of Tools for Continuous Improvement and Effective Planning. GOAL/QPC, Salem (1994)
9.
Zurück zum Zitat Casella, G., Berger, R.L.: Statistical Inference. Duxbury Press, Pacific Grove (2001) Casella, G., Berger, R.L.: Statistical Inference. Duxbury Press, Pacific Grove (2001)
10.
Zurück zum Zitat Cox, D. R.: Principles of Statistical Inference. CUP, Cambridge (2006) Cox, D. R.: Principles of Statistical Inference. CUP, Cambridge (2006)
11.
Zurück zum Zitat Cox III, J. F., Spencer, M. S.:The Constraints Management Handbook. St. Lucie Press, Boca Raton (1998) Cox III, J. F., Spencer, M. S.:The Constraints Management Handbook. St. Lucie Press, Boca Raton (1998)
12.
Zurück zum Zitat Dettmer, H.W.: Goldratt’s Theory of Constraints. ASQC Press, Milwaukee (1997) Dettmer, H.W.: Goldratt’s Theory of Constraints. ASQC Press, Milwaukee (1997)
13.
14.
15.
Zurück zum Zitat Ericson, C.: Fault tree analysis—a history. In: Proceedings of the 17th International Systems Safety Conference (1999). Retrieved 2010-01-17 Ericson, C.: Fault tree analysis—a history. In: Proceedings of the 17th International Systems Safety Conference (1999). Retrieved 2010-01-17
16.
Zurück zum Zitat Freedman, D. A.: Statistical Models: Theory and Practice (revised edition), Cambridge University Press, Cambridge (2009) Freedman, D. A.: Statistical Models: Theory and Practice (revised edition), Cambridge University Press, Cambridge (2009)
17.
Zurück zum Zitat Fredendall, L.D., Patterson, J.W., Lenhartz, C., Mitchell, B.C.: What should be changed? Qual. Prog. 35(1), 50–59 (2002) Fredendall, L.D., Patterson, J.W., Lenhartz, C., Mitchell, B.C.: What should be changed? Qual. Prog. 35(1), 50–59 (2002)
18.
Zurück zum Zitat Goldratt, E.M.: It’s not luck. North River Press, Great Barrington (1994) Goldratt, E.M.: It’s not luck. North River Press, Great Barrington (1994)
19.
Zurück zum Zitat Hollander, M., Wolfe, D.A.: Non-parametric statistical methods. Marcel Dekker, New York (2003) Hollander, M., Wolfe, D.A.: Non-parametric statistical methods. Marcel Dekker, New York (2003)
20.
Zurück zum Zitat Ishikawa, K.: Guide to Quality Control, 2nd edn. Asian Productivity Organization, Tokyo(1982) Ishikawa, K.: Guide to Quality Control, 2nd edn. Asian Productivity Organization, Tokyo(1982)
21.
Zurück zum Zitat Kmenta, S., Ishii, K.: Scenario-based failure modes and effects analysis using expected cost. J. Mech. Des. 126(6), 1027 (2004)CrossRef Kmenta, S., Ishii, K.: Scenario-based failure modes and effects analysis using expected cost. J. Mech. Des. 126(6), 1027 (2004)CrossRef
22.
Zurück zum Zitat Lepore, D., Cohen, O.: Deming and Goldratt: The Theory of Constraints and the System of Profound Knowledge. North River Press, Great Barrington (1999) Lepore, D., Cohen, O.: Deming and Goldratt: The Theory of Constraints and the System of Profound Knowledge. North River Press, Great Barrington (1999)
23.
Zurück zum Zitat Marvin, R., Arnljot, H.: System Reliability Theory, Models, Statistical Methods, and Applications. Wiley Series in probability and statistics, 2nd edn., p. 88 (2004) Marvin, R., Arnljot, H.: System Reliability Theory, Models, Statistical Methods, and Applications. Wiley Series in probability and statistics, 2nd edn., p. 88 (2004)
24.
Zurück zum Zitat Meeker, W.Q., Escobar, L.A.: Statistical Methods for Reliability Data. Wiley, New York (1998)MATH Meeker, W.Q., Escobar, L.A.: Statistical Methods for Reliability Data. Wiley, New York (1998)MATH
25.
Zurück zum Zitat Mizuno, S. (Ed.): Management for Quality Improvement: The Seven New QC Tools. Productivity Press, Cambridge (Original work published in 1979) (1988) Mizuno, S. (Ed.): Management for Quality Improvement: The Seven New QC Tools. Productivity Press, Cambridge (Original work published in 1979) (1988)
26.
Zurück zum Zitat Muralidharan, K., Syamsunder, A.: Statistical Methods for Quality, Reliability and Maintainability. PHI India Ltd, New Delhi (2012) Muralidharan, K., Syamsunder, A.: Statistical Methods for Quality, Reliability and Maintainability. PHI India Ltd, New Delhi (2012)
27.
Zurück zum Zitat Montgomery, D.C., Runger, G.C.: Applied Statistics and Probability for Engineers, 5th edn. Wiley, India (2011) Montgomery, D.C., Runger, G.C.: Applied Statistics and Probability for Engineers, 5th edn. Wiley, India (2011)
28.
Zurück zum Zitat Montgomery, D.C., Peck, E.A., Vining, G.G.: Introduction to Linear Regression Analysis, 4th edn. Wiley, New York (2006)MATH Montgomery, D.C., Peck, E.A., Vining, G.G.: Introduction to Linear Regression Analysis, 4th edn. Wiley, New York (2006)MATH
29.
Zurück zum Zitat Moran, J.W., Talbot, R.P., Benson, R.M.: A Guide to Graphical Problem-Solving Processes. ASQC Quality Press, Milwaukee (1990) Moran, J.W., Talbot, R.P., Benson, R.M.: A Guide to Graphical Problem-Solving Processes. ASQC Quality Press, Milwaukee (1990)
30.
Zurück zum Zitat Osborn, A.F.: Applied Imagination: Principles and Procedures of Creative Problem Solving, 3rd edn (revised). Charles Scribner’s Sons, New York (1963) Osborn, A.F.: Applied Imagination: Principles and Procedures of Creative Problem Solving, 3rd edn (revised). Charles Scribner’s Sons, New York (1963)
31.
Zurück zum Zitat Pasquarella, M., Mitchell, B., Suerken, K.: A comparison on thinking processes and total quality management tools. In: 1997 APICS Constraints Management Proceedings: Make Common Sense a Common Practice, Denver, CO, APICS, Falls Church, pp. 59–65 (1997) Pasquarella, M., Mitchell, B., Suerken, K.: A comparison on thinking processes and total quality management tools. In: 1997 APICS Constraints Management Proceedings: Make Common Sense a Common Practice, Denver, CO, APICS, Falls Church, pp. 59–65 (1997)
32.
Zurück zum Zitat Rechard, R.P.: Historical relationship between performance assessment for radioactive waste disposal and other types of risk assessment in the United States. Risk Anal. 19(5), 763–807 (1999). doi:10.1023/A:1007058325258. SAND99-1147 J. Retrieved 2010-01-22 Rechard, R.P.: Historical relationship between performance assessment for radioactive waste disposal and other types of risk assessment in the United States. Risk Anal. 19(5), 763–807 (1999). doi:10.​1023/​A:​1007058325258. SAND99-1147 J. Retrieved 2010-01-22
33.
Zurück zum Zitat Robson, M.: Problem Solving in Groups, 2nd edn. Gower, Brookfield (1993) Robson, M.: Problem Solving in Groups, 2nd edn. Gower, Brookfield (1993)
34.
Zurück zum Zitat Santanen, E., Briggs, R.O., de Vreede, G.-J.: Causal Relationships in Creative Problem Solving: Comparing Facilitation Interventions for Ideation. J. Manag. Inf. Syst. 20(4), 167–198 (2004) Santanen, E., Briggs, R.O., de Vreede, G.-J.: Causal Relationships in Creative Problem Solving: Comparing Facilitation Interventions for Ideation. J. Manag. Inf. Syst. 20(4), 167–198 (2004)
35.
Zurück zum Zitat Scheinkopf, L.J.: Thinking for a Change: Putting the TOC Thinking Processes to Use. St. Lucie Press, Boca Raton (1999)CrossRef Scheinkopf, L.J.: Thinking for a Change: Putting the TOC Thinking Processes to Use. St. Lucie Press, Boca Raton (1999)CrossRef
36.
Zurück zum Zitat Smith, D.: The Measurement Nightmare: How the Theory of Constraints can Resolve Conflicting Strategies, Policies, and Measures. St. Lucie Press, Boca Raton (2000) Smith, D.: The Measurement Nightmare: How the Theory of Constraints can Resolve Conflicting Strategies, Policies, and Measures. St. Lucie Press, Boca Raton (2000)
37.
Zurück zum Zitat Sproull, B.: Process Problem Solving: A Guide for Maintenance and Operations Teams. Productivity Press, Portland (2001) Sproull, B.: Process Problem Solving: A Guide for Maintenance and Operations Teams. Productivity Press, Portland (2001)
38.
Zurück zum Zitat Vesely, W. et al.: Fault Tree Handbook with Aerospace Applications. National Aeronautics and Space Administration (2002). Retrieved 2010-01-17 Vesely, W. et al.: Fault Tree Handbook with Aerospace Applications. National Aeronautics and Space Administration (2002). Retrieved 2010-01-17
39.
Zurück zum Zitat Wilson, P.F., Dell, L.D., Anderson, G.F.: Root Cause Analysis: A Tool for Total Quality Management. ASQC Quality Press, Milwaukee (1993) Wilson, P.F., Dell, L.D., Anderson, G.F.: Root Cause Analysis: A Tool for Total Quality Management. ASQC Quality Press, Milwaukee (1993)
40.
Zurück zum Zitat Young, G.A., Smith, R.L.: Essentials of Statistical Inference. CUP, Cambridge (2005) Young, G.A., Smith, R.L.: Essentials of Statistical Inference. CUP, Cambridge (2005)
41.
Metadaten
Titel
Analyze Phase
verfasst von
K. Muralidharan
Copyright-Jahr
2015
Verlag
Springer India
DOI
https://doi.org/10.1007/978-81-322-2325-2_9