Description |
1 online resource (416 pages) |
Series |
Wiley Series in Probability and Statistics |
Contents |
Censoring xxx 3.3.2 Type I Censoring xxx 3.3.3 Arbitrary Censoring xxx 3.3.4 Large Sample Approximations xxx 3.4 Inference for the Weibull xxx 3.5 The SEV Distribution xxx 3.6 Inference for Other Models xxx 3.6.1 Inference for the GAM(_; _) Distribution xxx 3.6.2 Inference for the Log Normal Distribution xxx 3.6.3 Inference for the GGAM(_; _; _) Distribution xxx 3.7 Bayesian Inference xxx PART II DESIGN OF EXPERIMENTS xxx 4 Fundamentals of Experimental Design xxx 4.1 Introduction to Experimental Design xxx 4.2 A Brief History of Experimental Design xxx 4.3 Guidelines for Designing Experiments xxx 4.4 Introduction to Factorial Experiments xxx 4.4.1 An Example xxx 4.4.2 The Analysis of Variance for a Two Factor Factorial xxx 4.5 The 2k Factorial Design xxx 4.5.1 The 22 Factorial Design xxx 4.5.2 The 23 Factorial Design xxx |
Notes |
Preface xxx PART I RELIABILITY xxx 1 Reliability Concepts xxx 1.1 Definitions of Reliability xxx 1.2 Concepts for Lifetimes xxx 1.3 Censoring xxx 2 Lifetime Distributions xxx 2.1 The Exponential Distribution xxx 2.2 The Weibull Distribution xxx 2.3 The Gamma Distribution xxx 2.4 The Lognormal Distribution xxx 2.5 Log Location and Scale Distributions xxx 2.5.1 The Smallest Extreme Value Distribution xxx 2.5.2 The Logistic and Log Logistic Distributions xxx 3 Inference for Parameters of Life Distributions xxx 3.1 Nonparametric Estimation of the Survival Function xxx 3.1.1 Confidence Bounds for the Survival Function xxx 3.1.2 Estimating the Hazard Function xxx 3.2 Maximum Likelihood Estimation xxx 3.2.1 Censoring Contributions to Likelihoods xxx 3.3 Inference for the Exponential Distribution xxx 3.3.1 Type II |
|
4.5.3 A Singe Replicate of the 2k Design xxx 4.5.4 2k Designs are Optimal Designs xxx 4.5.5 Adding Center Runs to a 2k Design xxx 4.6 Fractional Factorial Designs xxx 5 Further Principles of Experimental Design xxx 5.1 Introduction xxx 5.2 Response Surface Methods and Designs xxx 5.3 Optimization Techniques in Response Surface Methodology xxx 5.4 Designs for Fitting Response Surfaces xxx 5.4.1 Classical Response Surface Designs xxx 5.4.2 Definitive Screening Designs xxx 5.4.3 Optimal Designs in RSM xxx PART III REGRESSION MODELS FOR RELIABILITY STUDIES xxx 6 Parametric Regression Models xxx 6.1 Introduction to Failure Time Regression xxx 6.2 Regression Models with Transformations xxx 6.2.1 Estimations and Confidence Interval for Transformed Data xxx 6.3 Generalized Linear Models xxx 6.4 Incorporating Censoring in Regression Models |
|
xxx 6.5 Weibull Regression xxx 6.6 Nonconstant Shape Parameter xxx 6.7 Exponential Regression xxx 6.8 The Scale Accelerated Failure Time Model xxx 6.9 Checking Model Assumptions xxx 6.9.1 Residual Analysis xxx 6.9.2 Distribution Selection xxx 7 Semiparametric Regression Models xxx 7.1 The Proportional Hazards Model xxx 7.2 The Cox Proportional Hazards Model xxx 7.3 Inference for the Cox Proportional Hazards Model xxx 7.4 Checking Assumptions for the Cox PH Model xxx PART IV EXPERIMENTAL DESIGN FOR RELIABILITY STUDIES xxx 8 Design of Single Testing Condition Reliability Experiments xxx 8.1 Life Testing xxx 8.1.1 Life Test Planning with Exponential Distribution xxx 8.1.2 Life Test Planning for Other Lifetime Distributions xxx 8.1.3 Operating Characteristic Curves xxx 8.2 Accelerated Life Testing xxx 8.2.1 Acceleration Factor |
|
xxx 8.2.2 Physical Acceleration Models xxx 8.2.3 Relationship Between Physical Acceleration Models and Statistical Models xxx 8.2.4 Planning Single Stress Level ALTs xxx 9 Design of Multi Factor and Multi Level Reliability Experiments xxx 9.1 Implications of Design for Reliability xxx 9.2 Statistical Acceleration Models xxx 9.2.1 Lifetime regression model xxx 9.2.2 Proportional hazard model xxx 9.2.3 Generalized linear model xxx 9.2.4 Converting PH model with right censoring to GLM xxx 9.3 Planning ALTs with Multiple Stress Factors at Multiple Stress Levels xxx 9.3.1 Optimal test plans xxx 9.3.2 Locality of Optimal ALT plans xxx 9.3.3 Comparing Optimal ALT Plans xxx 9.4 Bayesian Design for GLM 400 xxx 9.5 Reliability Experiments with Design and Manufacturing Process Variables xxx Appendices xxx A The Survival Package in R xxx B Design of |
|
Experiments using JMP xxx C The Expected Fisher Information Matrix xxx D Data Sets xxx E Distributions Used in Life Testing xxx |
|
Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force. WlAbNL |
Form |
Electronic book
|
Author |
Pan, Rong, author
|
|
Montgomery, Douglas C., author
|
|
Borror, Connie M., author
|
ISBN |
9781119237747 |
|
1119237742 |
|