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Probabilistic physics of failure approach to reliability : modeling, accelerated testing, prognosis and reliability assessment

Author: M Modarres; Mehdi Amiri; Christopher Jackson
Publisher: Hoboken, NJ, USA : Wiley, 2017.
Series: Performability engineering series
Edition/Format:   eBook : Document : EnglishView all editions and formats
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Genre/Form: Electronic books
Additional Physical Format: Print version:
Modarres, M. (Mohammad).
Probabilistic physics of failure approach to reliability.
Hoboken, NJ, USA : Wiley, 2017
(DLC) 2017015279
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: M Modarres; Mehdi Amiri; Christopher Jackson
ISBN: 9781119388647 1119388643 9781119388685 1119388686 9781119388692 1119388694
OCLC Number: 989520242
Description: 1 online resource.
Contents: Preface xi1 Overview of Probabilistic Physics-of-Failure Approach to Reliability 11.1 Introduction 11.2 Overview of Physics-of-Failure Modeling 21.3 Important Forms of PoF Models 41.4 PPoF Approach to Life Assessment 61.5 Accelerated Testing in PPoF Model Development 81.6 Organization of the Book 10References 112 Summary of Mechanisms of Failure and Associated PoF Models 132.1 Introduction 132.2 Fatigue 152.3 Wear 602.4 Creep 812.5 Corrosion 90References 973 Types of Accelerated Testing and Modeling Concepts 1013.1 Introduction 1013.2 Types of Accelerated Testing - Qualitative and Quantitative 1013.3 Qualitative Accelerated Tests 1023.4 Quantitative Accelerated Tests 107References 1154 Analysis of Accelerated Life Testing Data and Physics-Based Reliability Model Development 1174.1 Introduction 1174.2 Accelerated Life Data Analysis Methods 1174.3 Basics of ALT Data Analysis 1174.4 Types of Collected Accelerated Life Test Data 1184.5 Life-stress Models 1194.6 Probability Plotting Method for ALT Model Estimation 1244.7 Maximum Likelihood Estimation Approach to ALT Data Analysis 1314.8 Confidence Intervals for MLE 1344.9 MLE Approach to Estimating Parameters of Common Distributions 1364.10 MLE-Based Parameter Estimation for Different Life-stress Models 1394.11 Proportional Hazards (PH) Model 1684.12 Bayesian Estimation Approach to ALT Model Parameter Estimation 1714.13 Determining stress dependencies 1754.14 Summary of the ALT Steps and Common Problems in Practice 1784.15 Time Varying Stress Tests 1794.16 Step-Stress Analysis And Model Development 182References 2015 Analysis of Accelerated Degradation Data and Reliability Model Development 2035.1 Introduction 2035.2 Degradation Models 205References 2316 Accelerated Test Planning 2336.1 Introduction 2336.2 Issues to Consider Prior to Accelerated Testing 2336.3 Planning for Accelerated Life Tests 2376.4 Planning for Accelerated Degradation Tests 246References 2507 Accounting for Uncertainties and Model Validation 2517.1 Introduction 2517.2 Uncertainties in Evidence 2517.3 PPoF Model Uncertainties, Errors, and Validation 2597.4 Applications of Model Validation in ADT 263References 268Index 269
Series Title: Performability engineering series
Responsibility: Mohammad Modarres, Center for Risk and Reliability, University of Maryland, College Park, U.S.A., Mehdi Amiri, Department of Mechanical Engineering, George Mason University, Fairfax, U.S.A., Christopher Jackson, Henry Samueli School of Engineering and Applied Science, University of California, Los Angeles, U.S.A.

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