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Enhanced Nonparametric and Robust Strategies in Statistical Process Control

Acknowledgements第6-8页
Preface第8-11页
Abstract第11-12页
摘要第13-22页
Chapter 1 Introduction第22-31页
    1.1 Statistical Process Control第22-23页
    1.2 Control Charts第23页
    1.3 Types of Control Charts第23-28页
    1.4 Outline of the Thesis第28-31页
Chapter 2 Nonparametric EWMA Sign Control Chart第31-45页
    2.1 Introduction第31-33页
    2.2 The EWMA Sign Chart using Simple Random Sampling第33-35页
        2.2.1 The sign test using ranked set sampling第34-35页
    2.3 Proposed EWMA Sign Chart and its Design Structure第35-38页
    2.4 Evaluating the Performance of the Proposed REWMA Chart第38-43页
        2.4.1 Comparison of the proposed chart with the existing chart第42-43页
    2.5 Illustrative Example of the Proposed Chart第43-44页
    2.6 Summary and Discussion第44-45页
Chapter 3 Cumulative Sum Sign Control Chart第45-61页
    3.1 Introduction第45-46页
    3.2 Design Structure of the CUSUM Sign Chart using SRS第46-50页
        3.2.1 Design structure of the proposed CUSUM sign chart using RSS第47-50页
    3.3 Performance Evaluation of the Proposed Scheme第50-54页
    3.4 Comparisons第54-58页
        3.4.1 Proposed versus SCUSUM第55-56页
        3.4.2 Proposed versus PCUSUM第56-58页
    3.5 Illustrative Example of the Proposed Chart第58-60页
    3.6 Concluding Remarks第60-61页
Chapter 4 An Efficient EWMA Wilcoxon Signed Rank Chart第61-84页
    4.1 Introduction第61-63页
    4.2 The EWMA Signed Rank Chart using Simple Random Sampling第63-64页
    4.3 Proposed EWMA Signed Rank Chart using Ranked Set Sampling第64-71页
        4.3.1 Choice of design parameters第68-70页
        4.3.2 Implementation of the proposed chart第70-71页
    4.4 Performance Evaluation and Comparisons第71-80页
        4.4.1 In control robustness of the proposed scheme第73-74页
        4.4.2 Out of control performance of the proposed scheme第74-76页
        4.4.3 Comparison of the proposed chart with the existing chart第76-77页
        4.4.4 Proposed versus SEWMA第77-79页
        4.4.5 Proposed versus NPEWMA-SN第79页
        4.4.6 Proposed versus NPEWMA-SR第79-80页
    4.5 Illustration of the Proposed Chart with Real Datasets第80-82页
    4.6 Conclusions第82-84页
Chapter 5 Improved Cumulative Sum Wilcoxon Signed Rank Chart第84-100页
    5.1 Introduction第84-86页
    5.2 CUSUM Signed Rank Chart using SRS第86-87页
    5.3 Proposed CUSUM Signed Rank Chart using RSS第87-93页
        5.3.1 Performance assessment of the proposed scheme第89-93页
    5.4 Comparisons第93-96页
        5.4.1 RCUSUM-SR versus CUSUM-SR第93-95页
        5.4.2 RCUSUM-SR versus EWMA-SN第95页
        5.4.3 RCUSUM-SR versus EWMA-SR第95页
        5.4.4 RCUSUM-SR versus REWMA-SR第95-96页
    5.5 Application of the Proposed Chart第96-99页
    5.6 Concluding Remarks第99-100页
Chapter 6 In Control Robustness Comparison of Different Charts第100-117页
    6.1 Introduction第100-101页
    6.2 Design Structure of all Selected Charts第101-104页
        6.2.1 Basic Shewhart control chart第101-102页
        6.2.2 EWMA control chart第102页
        6.2.3 CUSUM Control Chart第102-103页
        6.2.4 Combined Shewhart-CUSUM (CSC) control chart第103页
        6.2.5 Combined Shewhart-EWMA (CSE) control chart第103-104页
        6.2.6 Mixed EWMA-CUSUM (MEC) control chart第104页
    6.3 Different Schemes and Distributions for Study Purpose第104-105页
    6.4 Performance Measures第105-107页
    6.5 Performance Evaluation and Comparison第107-116页
        6.5.1 Mixed EWMA-CUSUM(MEC) vs EWMA第109页
        6.5.2 Mixed EWMA-CUSUM(MEC) vs CUSUM第109-110页
        6.5.3 Mixed EWMA-CUSUM(MEC) vs Combined Shewhart EWMA(CSE)第110-111页
        6.5.4 Mixed EWMA-CUSUM(MEC) vs Combined Shewhart CUSUM(CSC)第111页
        6.5.5 Mixed EWMA-CUSUM (MEC) vs Shewhart Scheme (SS)第111页
        6.5.6 Graphical Presentation第111-116页
    6.6 Conclusions and Discussion第116-117页
Chapter 7 In Control Robustness Examination of Different Dispersion Control Charts第117-131页
    7.1 Introduction第117-118页
    7.2 Design Structure of S~2-EWMA, CUSUM-S~2 and CS-EWMA Charts第118-121页
        7.2.1 S~2-EWMA chart第119页
        7.2.2 CUSUM-S~2 chart第119-120页
        7.2.3 CS-EWMA chart第120-121页
        7.2.4 Distributions studied第121页
    7.3 Performance Evaluation and Comparison第121-127页
        7.3.1 CS-EWMA vs CUSUM-S~2第125-126页
        7.3.2 CS-EWMA vs S~2-EWMA第126-127页
    7.4. Graphical Representation第127-130页
    7.5. Conclusions第130-131页
Chapter 8 Summary, Conclusions and Future Recommendations第131-135页
    8.1 Summary and Conclusions第131-134页
    8.2 Future Work Recommendations第134-135页
Bibliography第135-149页
Publications第149页

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