SYSTEM RELIABILITY THEORY Second Edition WILEY SERIES IN PROBABILITY AND STATISTICS Established by WALTER A. SHEWHART and SAMUEL S. WILKS Editors: David J Balding, Noel A. C. Cressie. Nicholas I. Fishel; Iain M. Johnstone, 1 B. Kadane, Geert Molenberghs, Louise M. Ryan, David U? Scott, Adrian l? M. Smith, Jozef L. Teugels Editors Emeriti: Vic Barnett, .lS tuart Hunter: David G. Kendall A complete list of the titles in this series appears at the end of this volume. SYSTEM RELIABILITY THEORY Models, Statistical Methods, and Applications SECOND EDITION Marvin Rausand ,!?Cole des Mines de Nantes Departement Productique et Automatique Nantes Cedex 3 France Arnljot Hsyland @EKicIENCE A JOHN WILEY & SONS, INC., PUBLICATION Copyright 0 2004 by John Wiley & Sons, Inc. All rights reserved. Published by John Wiley & Sons, Inc., Hoboken, New Jersey Published simultaneously in Canada. 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Wiley also publishes its books in a variety of electronic formats. Some content that appears in print, however, may not be available in electronic format. Library of Congress Cataloging-in-Publication Data: Rausand, Marvin. System reliability theory : models, statistical methods, and applications / Marvin Rausand, Arnljot H~yland-. 2nd ed. p. cm. - (Wiley series in probability and mathematics. Applied probability and statistics) Hsyland's name appears first on the earilcr edition. Includes bibliographical references and index. ISBN 0-471-47133-X (acid-free paper) 1. Reliability (Engineering)-Statistical methods. I. Hoyland, Arnljot, 1924- 11. Title. 111 Series. TA169.H68 2004 620'.004526c22 2003057631 Printed in the United States of America 1 0 9 8 7 6 5 4 3 2 1 The second edition is dedicated to the memory of Professor Arnljot Hayland (1924-2002) Contents Preface to the Second Edition xiii Preface to the First Edition xvii Acknowledgments xix 1. Introduction 1 1.1 A Brief History, 1 1.2 Different Approaches to Reliability Analysis, 2 1.3 Scope of the Text, 4 1.4 Basic Concepts, 5 1.5 Application Areas, 8 1.6 Models and Uncertainties, 1 1 1.7 Standards and Guidelines, 14 2. Failure Models 15 2.1 Introduction, 15 2.2 State Variable, 16 2.3 Time to Failure, 16 2.4 Reliability Function, 17 2.5 Failure Rate Function, 18 2.6 Mean Time to Failure, 22 2.7 Mean Residual Life, 23 2.8 The Binomial and Geometric Distributions, 25 2.9 The Exponential Distribution, 26 2.10 The Homogeneous Poisson Process, 3 1 2.1 1 The Gamma Distribution, 33 2.12 The Weibull Distribution, 37 2.13 The Normal Distribution, 4 1 2.14 The Lognormal Distribution, 43 2.15 The Birnbaum-Saunders Distribution, 47 2.16 The Inverse Gaussian Distribution, 50 2.17 The Extreme Value Distributions, 54 vii Viii CONTENTS 2.18 Stressor-Dependent Modeling, 58 2.19 Some Families of Distributions, 59 2.20 Summary of Failure Models, 63 Problems, 65 3. Qualitative System Analysis 73 3.1 Introduction, 73 3.2 Systems and Interfaces, 74 3.3 Functional Analysis, 77 3.4 Failures and Failure Classification, 83 3.5 Failure Modes, Effects, and Criticality Analysis, 88 3.6 Fault Tree Analysis, 96 3.7 Cause and Effect Diagrams, 106 3.8 Bayesian Belief Networks, 107 3.9 Event Tree Analysis, 108 3.10 Reliability Block Diagrams, 1 18 3.1 1 System Structure Analysis, 125 Problems, I39 4. Systems of Independent Components 147 4.1 Introduction, 147 4.2 System Reliability, 148 4.3 Nonrepairable Systems, 153 4.4 Quantitative Fault Tree Analysis, I60 4.5 Exact System Reliability, 166 4.6 Redundancy, 173 Problems, 178 5. Component Importance 183 5.1 Introduction, 183 5.2 Birnbaum's Measure, 185 5.3 Improvement Potential, 189 5.4 Risk Achievement Worth, 190 5.5 Risk Reduction Worth, 19 1 5.6 Criticality Importance, 192 5.7 Fussell-Vesely's Measure, 193 5.8 Examples, I97 Problems, 204 6. Dependent Failures 207 6.1 Introduction, 207 6.2 How to Obtain Reliable Systems, 2 10 6.3 Modeling of Dependent Failures, 2 14 CONTENTS ix 6.5 Associated Variables, 223 Problems, 228 7. Counting Processes 23 1 7.1 Introduction, 23 1 7.2 Homogeneous Poisson Processes, 240 7.3 Renewal Processes, 246 7.4 Nonhomogeneous Poisson Processes, 277 7.5 Imperfect Repair Processes, 287 7.6 Model Selection, 295 Problems, 298 8. Markov Processes 301 8.1 Introduction, 301 8.2 Markov Processes, 303 8.3 Asymptotic Solution, 3 15 8.4 Parallel and Series Structures, 322 8.5 Mean Time to First System Failure, 328 8.6 Systems with Dependent Components, 334 8.7 Standby Systems, 339 8.8 Complex Systems, 346 8.9 Time-Dependent Solution, 35 1 8.10 Semi-Markov Processes, 353 Problems, 355 9. Reliability of Maintained Systems 361 9.1 Introduction, 361 9.2 Types of Maintenance, 363 9.3 Downtime and Downtime Distributions, 364 9.4 Availability, 367 9.5 System Availability Assessment, 373 9.6 Preventive Maintenance Policies, 380 9.7 Maintenance Optimization, 400 Problems, 4 16 10. Reliability of Safety Systems 419 10.1 Introduction, 41 9 10.2 Safety Instrumented Systems, 420 10.3 Probability of Failure on Demand, 426 10.4 Safety Unavailability, 436 10.5 Common Cause Failures, 442 10.6 IEC61508, 446 10.7 The PDS Approach, 452 X CONTENTS 10.7 The PDS Approach, 452 10.8 Markov Approach, 453 Problems, 459 11. Life Data Analysis 465 1 1.1 Introduction, 465 1 1.2 Complete and Censored Data Sets, 466 1 1.3 Nonparametric Methods, 469 1 1.4 Parametric Methods, 500 1 1.5 Model Selection, 5 15 Problems, 5 18 12. Accelerated Life Testing 525 12.1 Introduction, 525 12.2 Experimental Designs for ALT, 526 12.3 Parametric Models Used in ALT, 527 12.4 Nonparametric Models Used in ALT, 535 Problems, 537 13. Bayesian Reliability Analysis 539 13.1 Introduction, 539 13.2 Basic Concepts, 541 13.3 Bayesian Point Estimation, 544 13.4 Credibility Interval, 546 13.5 Choice of Prior Distribution, 547 13.6 Bayesian Life Test Sampling Plans, 553 13.7 Interpretation of the Prior Distribution, 555 13.8 The Predictive Density, 557 Problems, 558 14. Reliability Data Sources 561 14.1 Introduction, 561 14.2 Types of Reliability Databases, 562 14.3 Generic Reliability Databases, 564 14.4 Data Analysis and Data Quality, 569 Appendix A. The Gamma and Beta Functions 573 A. 1 The Gamma Function, 573 A.2 The Beta Function, 574 Appendix B. Laplace Transforms 577 Appendix C. Kronecker Products 581