Notes on:

Reliability, Availability, Maintainability and Safety Assessment

Villemeur

     

Reliability, Availability, Maintainability and Safety Assessment, Alain Villemeur, John Wiley & Sons, Chichester, 1992. (two volume set; 746 pages+). ISBN 0 471 93048 2 (vol. 1) and 0 471 93049 0 (vol. 2).

This is a broad-ranging, multidisciplinary discussion of system-level dependability topics. It is translated from French originally published in 1991. The author works for the French electric utilities, and so the book is motivated by a nuclear power point of view. The scope and applicability is broader than just that, and includes some examples from the aerospace (the Concorde aircraft), and petrochemical industries. This is perhaps the most comprehensive view of methods, tools, and techniques discussed in an interdisciplinary framework that is available. However, because of its breadth it may not be definitive in all respects. In other words, it provides an excellent and comprehensive overview, but may not have all the latest details for any particular specialty area.

Volume 1 is a survey of mathematics, and 9 analysis methods. Volume 2 discusses multiple disciplines, automated tools, and case studies.


Topic coverage: (*** = emphasized; ** = discussed with some detail; * = mention)

*** Dependability ** Electronic Hardware Requirements
** Safety ** Software * Design
Security * Electro-Mechanical Hardware * Manufacturing
Scalability Control Algorithms * Deployment
Latency ** Humans Logistics
Affordability * Society/Institutions Retirement

Other topics: dependability math, data, common-cause failures, dependability assessment


Publisher Comments:

"Presents methods and techniques for assessing the reliability, availability, maintainability or safety of industrial systems. Describes the history of dependability concepts and methods and also defines the main concepts and principles of predictive analysis used. The second section is a detailed description of principles and methods. The third deals with the specific methods used in the fields of human factors, mechanics, software and safety assessment. The last section lists the main computer programs developed to assess dependability and common cause failures."

Volume 1 Publisher Comments:

"Opening with a brief survey of the history of dependability in industry, this volume, the first of two, presents the methods and techniques used to assess and measure the reliability, availability, maintainability and safety of industrial systems. Incorporating much of the recent research in this area, the author evaluates the main concepts and principles of predictive analysis. Numerous illustrative examples allow the reader to build a fundamental understanding of the techniques employed for measuring dependability, including Preliminary Hazard Analysis, Failure Modes and Effect Analysis and the Truth Table Method. More specific methods and practical examples are detailed in Volume 2 of this reference text. The comprehensive and accessible approach of these volumes will appeal to practising engineers in a range of areas, including mechanical, electrical, electronic, safety and reliability engineering. Researchers and advanced students will also find this book invaluable."

Volume 2 Publisher Comments:

"A detailed guide to the developing area of dependability, this comprehensive work in two volumes presents the methods and techniques used to assess and measure the reliability, availability, maintainability and safety of industrial systems. Building on the fundamental principles and methods of predictive analysis explained in Volume 1, Volume 2 concentrates on the specific methods used to solve reliability problems. Readers are shown how to overcome a wide range of common cause failures, including human factors, mechanics and software. Practical examples are detailed and the main computer programs which have been developed to assess dependability are evaluated. Case studies, extensive appendices and bibliographies conclude this indispensable reference text. This dependability assessment will appeal to practising engineers, researchers and senior students in mechanical, electrical, electronic, safety and reliability engineering."

Reviews:


Contents: Volume 1

Foreword by Paul Caseau                                xv
Foreword by Arnould d'Harcourt                         xvii
Acknowledgements                                       xix
Preface                                                xxi
Main Notations                                         xxv

PART 1 INTRODUCTION TO DEPENDABILITY METHODS           I

1 Systems dependability history                        3
1.1 From the beginning of the industrial age to
         the 1930s                                     3
1.2 The 1940s                                          5
1.3 The 1950s                                          6
1.4 The 1960s                                          8
1.5 The 1970s and 1980s                                10
References                                             13

2 Main concepts                                        15
2.1 Introduction                                       15
2.2 Reliability: definitions                           15
2.3 Quality and reliability                            17
2.4 Dependability                                      17
2.5 Systems and components                             19
   2.5.1 Definition                                    19
   2.5.2 Nature of systems                             21
   2.5.3 Main characteristics of a system              21
2.6 Failures: definitions and classifications          22
   2.6.1 Definition of failure                         22
   2.6.2 Classification as to suddenness               23
   2.6.3 Classification as to degree                   23
   2.6.4 Classification of failures combining
            suddenness and degree                      23
   2.6.5 Classification according to the date of
            their occurrence in the system lifetime    23
   2.6.6 Classification as to effects                  25
   2.6.7 Classification as to causes                   26
2.7 Fault                                              27
2.8 Failure modes                                      28
2.9 Defect, failure, fault                             30
References                                             31

3 The principle of predictive analysis                 32
3.1 Predictive analysis of system dependability        32
   3.1.1 System analysis                               32
   3.1.2 Dependability prediction                      33
   3.1.3 Methods of analysis                           34
   3.1.4 Inductive and deductive approaches            34
3.2 Principal stages                                   35
   3.2.1 Functional and technical analysis             35
   3.2.2 Qualitative analysis                          35
   3.2.3 Quantitative analysis                         37
   3.2.4 Synthesis and conclusions                     38
3.3 Principal characteristics                          38
   3.3.1 Interactive nature                            39
   3.3.2 Iterative nature                              39
References                                             40

4 Dependability mathematics                            41
4.1 Event algebra                                      41
   4.1.1 Main definitions                              41
   4.1.2 Boolean algebra                               42
4.2 Event probabilities                                44
   4.2.1 Poincare's theorem                            45
   4.2.2 Conditional probabilities theorem             45
   4.2.3 Total probability theorem                     46
   4.2.4 Bayes' theorem                                46
   4.2.5 Epistemology of probabilities                 46
4.3 Random variables                                   47
   4.3.1 Definition                                    47
   4.3.2 Main distributions used                       48
4.4 Stochastic processes                               53
4.5 Fundamental relations for dependability            54
   4.5.1 Definitions and main characteristics          54
   4.5.2 Definitions of MTTF, MTTR, MUT, MDT and MTBF  55
   4.5.3 Failure and repair densities, MTTF and MTTR   56
   4.5.4 Failure and repair rates                      57
   4.5.5 Failure and repair intensities                58
   4.5.6 Main relationships                            59
4.6 Failure rate and MTTF for the main probability
        distributions                                  61
4.7 Reliability and availability of an entity          63
   4.7.1 Non-repairable entity                         63
   4.7.2 Repairable entity                             63
4.8 Model for constant failure and repair rates        65
References                                             69

5 Dependability data                                   71
5.1 General considerations                             71
   5.1.1 Components                                    71
   5.1.2 Collection of event data                      72
5.2 Data processing                                    74
   5.2.1 Dependability parameters                      74
   5.2.2 Parameter distributions                       76
   5.2.3 Estimator and confidence interval calculation 77
   5.2.4 Bayesian parameter estimation                 80
   5.2.5 Assessment based on expert judgement          82
   5.2.6 Failure rate modelling                        84
5.3 Example of a data collection system                85
   5.3.1 Information and data collection               86
   5.3.2 Data processing                               86
   5.3.3 Data extraction                               87
5.4 Data sources                                       87
   5.4.1 Databases                                     87
   5.4.2 Data source documents                         90
References                                             95

PART 2 MAIN METHODS                                    99

6 Preliminary hazard analysis (PHA)                    101

6.1 Introduction                                       101
6.2 Principles of the PHA                              101
6.3 The preliminary hazard analysis in the
       aeronautical industry                           102
6.4 The preliminary hazard analysis in the chemical
       industry                                        105
References                                             105

7 Failure modes and effects analysis (FMEA)            106

7.1 Introduction                                       106
7.2 Performance of an FMEA                             107
   7.2.1 Definition of the system, its functions
              and components                           107
   7.2.2 Identification of the component failure
              modes and their causes                   108
   7.2.3 Study of the effects of the component
              failure modes                            111
   7.2.4 Conclusions and recommendations               112
7.3 Presentation of the analysis and its results       113
7.4 Illustrative exercise                              115
   7.4.1 Presentation of the exercise                  115
   7.4.2 Performance of the FMEA                       117
7.5 Failure modes, effects and criticality
        analysis (FMECA)                               119
7.6 FMEA and defect analysis                           120
   7.6.1 'HAZOP'-type analysis                         120
   7.6.2 Safety study on fluid flow diagrams           121
7.7 FMEA application                                   122
7.8 Summary                                            123
References                                             123

8 Success diagram method (SDM)                         125

8.1 Introduction                                       125
8.2 Principles for constructing a success diagram      125
8.3 Reliability assessment of a non-repairable system  127
   8.3.1 Particular success diagrams                   127
   8.3.2 Complex success diagrams: general case        135
8.4 Dependability assessment of a repairable system    141
   8.4.1 Availability calculation                      142
   8.4.2 The lambda-mu method                          144
   8.4.3 Remarks                                       144
8.5 Parts count method                                 145
8.6 Success diagram and cause tree method              146
8.7 Summary                                            146
References                                             147

9 Cause tree method (CTM)                              149

9.1 Introduction                                       149
9.2 Description of the method                          149
9.3 Basic concepts                                     153
    9.3.1 Undesirable event                            153
    9.3.2 Logic gate representation                    153
    9.3.3 Event representation                         155
    9.3.4 Defects, failures and faults                 155
    9.3.5 Failure classes                              157
    9.3.6 Basic events                                 157
9.4 Cause tree construction: principles                159
    9.4.1 Identification of immediate, necessary
           and sufficient causes (first principle)     159
    9.4.2 Classification of intermediate events
           (second principle)                          161
    9.4.3 Analysis of component defects
           (third principle)                           162
    9.4.4 Seeking the INS causes of intermediate
           events until basic events are
           obtained (fourth principle)                 162
    9.4.5 Iterative approach (fifth principle)         162
    9.4.6 Other rules                                  164
9.5 Illustrative exercise: cause tree construction     164
    9.5.1 Cause tree analysis                          164
    9.5.2 Comments                                     168
9.6 Minimal cut sets and prime implicants              169
    9.6.1 Definition of minimal cut sets               169
    9.6.2 Determination of minimal cut sets            170
    9.6.3 Prime implicants                             173
9.7 Illustrative exercise: determination of minimal 
        cut sets                                       174
    9.7.1 Reduction of the cause tree                  174
    9.7.2 Comments                                     176
9.8 Quantitative analysis                              177
    9.8.1 Unrepairable system                          178
    9.8.2 Repairable system                            183
    9.8.3 Use of specific logic gates                  188
    9.8.4 Interdependencies of basic events            188
9.9 Analysis of phased-mission systems                 189
    9.9.1 Availability computation                     190
    9.9.2 Reliability computation                      191
9.10 Method application                                194
9.11 Summary                                           194
References                                             195

10 Truth table method (TTM)                            197
10.1 Introduction                                      197
10.2 Principles                                        197
10.3 Illustrative exercise                             199
10.4 Summary                                           200

11 Gathered fault combination method (GFCM)            202
11.1 Introduction                                      202
11.2 Presentation of the method                        202
11.3 Main characteristics of the method                207
   11.3.1 Grouping of faults with identical effects    207
   11.3.2 Criteria for selecting failure combinations  208
   11.3.3 Allowance for interactions between
                elementary systems                     209
   11.3.4 Inductive and deductive nature of the method 209
   11.3.5 Analysis simplification                      210
11.4 Main characteristics of internal, external and
      global gathered faults                           210
   11.4.1 Characteristics of internal gathered faults  210
   11.4.2 Characteristics of external gathered faults  211
   11.4.3 Characteristics of global gathered faults    211
11.5 Illustrative exercise                             212
   11.5.1 Determination of internal gathered faults    212
   11.5.2 Determination of external and global
                   gathered faults                     214
   11.5.3 Conclusions                                  215
11.6 Theoretical foundations of the method             216
   11.6.1 Advantages of the two criteria               216
   11.6.2 Fault combination effects-effects base       218
   11.6.3 External and global gathered faults          220
   11.6.4 GFCM and truth table reduction               221
   11.6.5 Global gathered faults and minimal cut sets  222
   11.6.6 Direct and indirect effects                  223
11.7 Algorithm for the implementation of the GFCM      224
   11.7.1 FMEA of elementary systems                   224
   11.7.2 Identification of internal gathered faults   225
   11.7.3 Identification of external gathered faults   227
   11.7.4 Identification of global gathered faults     229
   11.7.5 Result analysis                              230
11.8 Quantitative analysis                             230
11.9 Method implementation                             231
   11.9.1 Analysis of a system                         231
   11.9.2 Analysis of a group of interacting
                   elementary systems                  232
11.10 Summary                                          233
References                                             233

12 Consequence tree method (CQTM)                      234
12.1 Introduction                                      234
12.2 Description of the consequence tree method        235
12.3 Construction of consequence trees                 237
      12.3.1 Deductive approach                        237
      12.3.2 Inductive approach                        243
12.4 Theoretical foundations of the consequence
         tree methodology                              246
   12.4.1 Initiating event and sequences               246
   12.4.2 Reduction and development of the
               consequence tree                        247
   12.4.3 Boolean reduction                            249
12.5 Illustrative exercise                             251
   12.5.1 Deductive approach                           252
   12.5.2 Inductive approach                           255
12.6 Quantitative analysis                             256
   12.6.1 Independent events                           257
   12.6.2 Dependent events                             258
12.7 Summary                                           262
References                                             262

13 Cause-consequence diagram method (CCDM)             264
13.1 Introduction                                      264
13.2 Description of the method                         264
13.3 Construction of the cause-consequence diagram     267
13.4 Illustrative exercise                             269
13.5 Connections with other methods                    272
13.6 Use of the method                                 273
13.7 Summary                                           273
References                                             273

14 State-space method (SSM)                            275
14.1 Introduction                                      275
14.2 Principles of the method                          275
14.3 Availability of repairable systems                278
   14.3.1 System state equations                       278
   14.3.2 Solution                                     279
   14.3.3 Mean state duration and asymptotic frequency
               of encountering given states            283
   14.3.4. Minimal cut sets and states                 286
   14.3.5. State sequences                             289
14.4 Reliability of repairable systems                 291
   14.4.1 System state equations and solution          291
   14.4.2 Minimal operating states method              295
   14.4.3 State sequence method                        297
   14.4.4 Minimal cut sets and states                  301
14.5 Repairable system maintainability                 304
14.6 Reliability, availability and maintainability of
        simple repairable systems                      306
   14.6.1 Time-dependent availability and reliability  306
   14.6.2 Measures for a series system                 306
   14.6.3 Measures for a parallel system               314
   14.6.4 Measures for a parallel m/n system           319
14.7 Reliability, availability and maintainability
        of large repairable systems                    320
14.8 Non-Markovian processes                           322
14.9 Semi-Markovian processes                          323
   14.9.1 Calculating availability                     324
   14.9.2 Calculating reliability                      325
   14.9.3 Calculating the number of passages
             through the states                        326
   14.9.4 Examples                                     328
14.10 Consequence trees and semi-Markovian processes   330
14.11 Summary                                          334
References                                             334

Appendix 1 Main definitions                            336
Index                                                  1-1

Contents: Volume 2

Foreword by Paul Caseau                                xv
Foreword by Arnould d'Harcourt                         xvii
Acknowledgements                                       ixx
Preface                                                xxi
Main Notations                                         xxv

PART 3 SPECIFIC METHODS                                365

15 Dependent and common-cause failures                 367
15.1 Introduction                                      367
15.2 lnterdependencies between failures                368
15.3 Examples of critical dependencies among failures
          in the aeronautical, oil and nuclear
          industries                                   370
15.4 Common-cause and cascade failures                 373
    15.4.1 History of these concepts and their
              introduction                             373
    15.4.2 Definitions                                 374
    15.4.3 Dependent failures and primary, secondary
              and command failures                     375
15.5 Classification of common-cause failures
              according to their nature                376
    15.5.1 Environmental hazards                       378
    15.5.2 Design errors                               379
    15.5.3 Manufacturing errors                        382
    15.5.4 Assembly errors                             383
    15.5.5 Operating errors                            383
15.6 Using event reports to study common-cause
         failures                                      384
15.7 Dependent failure assessment methods              387
    15.7.1 Main assessment methods                     388
    15.7.2 Other methods                               391
15.8 Dependent and common-cause failure probabilities  394
    15.8.1 Explicit methods                            394
    15.8.2 Parametric methods                          395
15.9 Importance of these failures and means to
         prevent them                                  400
References                                             402

16 Human factors                                       405
16.1 Introduction                                      405
16.2 Historical overview                               405
16.3 Behaviour of the human operator                   407
    16.3.1 Functioning of the human operator           407
    16.3.2 Some outstanding characteristics            411
    16.3.3 Classifying tasks                           413
    16.3.4 Human errors                                413
16.4 Major concepts                                    418
16.5 Phases of a human reliability assessment          421
    16.5.1 Identification of potential human errors    422
    16.5.2 Selecting significant errors                423
    16.5.3 Detailed analysis of significant errors     424
    16.5.4 Integration with system modelling           425
    16.5.5 Quantification                              426
    16.5.6 Presentation of the approach used and
               its results                             426
    16.5.7 Some remarks                                426
16.6 Quantification models                             427
    16.6.1 TESEO                                       427
    16.6.2 THERP                                       428
    16.6.3 HCR                                         432
    16.6.4 Simulation models                           432
    16.6.5 Conclusions                                 433
16.7 Data                                              433
    16.7.1 Data collection                             434
    16.7.2 Data banks                                  437
    16.7.3 Range of values                             439
References                                             441

17 Mechanics                                           446
17.1 Introduction                                      446
17.2 General considerations                            447
17.3 Stress and strength                               448
17.4 Fatigue                                           449
    17.4.1 Statistical approach                        449
    17.4.2 Probabilistic fracture mechanics            453
17.5 Dependability of mechanical systems               457
References                                             458

18 Software domain                                     461
18.1 Introduction                                      461
18.2 Concepts                                          462
18.3 Main features of the software system              466
    18.3.1 Life-cycle stages                           466
    18.3.2 Software testing                            467
    18.3.3 Quality assurance                           469
    18.3.4 Reliability                                 470
18.4 First indications on software reliability         471
    18.4.1 Complexity measurements                     471
    18.4.2 Test-related measurements                   473
18.5 Software reliability prediction                   474
   18.5.1 Introduction to models                       474
   18.5.2 'Perfect debugging' model                    475
   18.5.3 'Imperfect debugging' model                  480
   18.5.4 'Random debugging' model                     482
   18.5.5 'Bugs with different occurrence rates' model 483
   18.5.6 Parametric models                            484
   18.5.7 Model validation                             484
   18.5.8 Conclusions                                  487
18.6 Reliability of a software system                  487
18.7 Availability and maintainability of a software 
          system                                       491
18.8 Fault-tolerant software systems                   494
   18.8.1 Architecture                                 494
   18.8.2 Reliability                                  495
   18.8.3 Examples                                     496
18.9 Computer system dependability                     497
References                                             498

19 Assessing safety                                    504

19.1 Introduction                                      504
19.2 The risk concept                                  505
19.3 The actual risks                                  506
   19.3.1 Risks from human and natural sources         506
   19.3.2 Risk acceptance                              508
   19.3.3 Risk perception                              511
19.4 Probabilistic risk assessment (PRA)               514
   19.4.1 Nuclear industry                             514
   19.4.2 Petrochemistry                               523
19.5 Quantified safety goals                           529
   19.5.1 Principles of the approach                   529
   19.5.2 Aircraft                                     531
   19.5.3 Chemical plants                              534
   19.5.4 Off-shore oil rigs                           534
   19.5.5 Nuclear power plants                         536
References                                             541

PART 4 COMPUTERIZED METHODS                            547

20 Computer codes for dependability assessment         549
20.1 Introduction                                      549
20.2 Cause tree analysis codes                         550
   20.2.1 Qualitative analysis computer codes          551
   20.2.2 Quantitative analysis computer codes         553
   20.2.3 Computer codes for qualitative and
                quantitative analysis                  554
   20.2.4 Computer codes for direct analysis           559
20.3 Codes for the consequence tree method             560
20.4 Codes for the state-space method                  562
20.5 Codes for common-cause failure analysis           564
20.6 Codes for uncertainty evaluation                  565
20.7 Monte Carlo simulation codes                      566
   20.7.1 Principle                                    567
   20.7.2 Distribution generation                      568
   20.7.3 Simulation characteristics                   569
   20.7.4 Application                                  569
20.8 Miscellaneous programs                            569
References                                             572

21 Automatic assessment of dependability               679
21.1 Introduction                                      579
21.2 Modelling by logical operators and inductive
          analysis: the GO program                     580
   21.2.1 Introduction                                 580
   21.2.2 Modelling by logic operators                 580
   21.2.3 The analysis principles                      582
   21.2.4 The GO program                               583
21.3 Modelling by decision tables and cause tree
          construction: the CAT program                583
   21.3.1 Introduction                                 583
   21.3.2 Modelling with decision tables               584
   21.3.3 Cause tree construction                      587
   21.3.4 The CAT program                              588
21.4 Electronic gate-based modelling and failure
         simulation: ESCAF and S.ESCAF systems         589
      21.4.1 Introduction                              589
      21.4.2 Modelling and analysis principles         590
      21.4.3 ESCAF                                     591
      21.4.4 S.ESCAF                                   592
21.5 Using expert systems for modelling: the EXPRESS
          program                                      593
   21.5.1 Introduction                                 593
   21.5.2 How does an expert system work?              594
   21.5.3 Example of a system reliability analysis     596
   21.5.4 Prospects                                    600
21.6 Conclusion                                        600
References                                             600

PART 5 CONCLUSIONS                                     603

22 Dependability assessment approach                   605
22.1 Introduction                                      605
22.2 Advantages and drawbacks of the various
         analysis methods                              605
22.3 Comparison of the various analysis methods        609
   22.3.1 Inherent features                            609
   22.3.2 System-dependent features                    611
22.4 Criteria for choosing the methods                 612
22.5 Dependability assessment: approach definition     613
22.6 Limitations of dependability assessment           615
   22.6.1 Limitations of the qualitative assessment    615
   22.6.2 Limitations of the quantitative assessment   616
22.7 Validation of the dependability assessment        617
22.8 Organization and management of dependability
          assessment                                   619
References                                             620

23 Dependability assessment application                621
23.1 Introduction                                      621
23.2 System design                                     622
     23.2.1 Dependability assessment in design         622
     23.2.2 Deterministic design and probabilistic
                design                                 623
23.3 System operation                                  625
References                                             626

PART 6 CASE STUDIES                                    627
24 Analysis of a set of elementary systems by
     different methods                                 629
24.1 Goals                                             629
24.2 Presentation of the system                        629
     24.2.1 General description                        630
     24.2.2 Detailed description of the elementary
                systems                                631
24.3 Failure modes and effects analysis                633
24.4 Cause tree method                                 645
     24.4.1 Beginning of the construction              645
     24.4.2 Cause tree                                 648
24.5 Gathered fault combination method                 653
     24.5.1 Identification of internal gathered faults 653
     24.5.2 Identification of external and global
                 gathered faults                       653
     24.5.3 Undesirable event                          662
     24.5.4 Discussion                                 663
24.6 Consequence tree method                           664
     24.6.1 Initiating events                          664
     24.6.2 Consequence tree                           665
     24.6.3 Links with the gathered fault combination
                method                                 666
24.7 Cause-consequence diagram method                  667
24.8 Quantitative analysis                             670
     24.8.1 Occurrence probability of the undesirable
                event                                  670
     24.8.2 Conclusions; lessons                       672
     24.8.3 Quantitative analysis method: discussion   673
References                                             674

25 Human reliability assessment                        676
25.1 Presentation of the example                       676
25.2 Identification of potential human errors          676
25.3 Selecting significant errors                      678
25.4 Detailed analysis of significant errors           678
25.5 Integration with system modelling                 679
25.6 Quantification                                    680
25.7 Results                                           682

APPENDICES                                             685

Appendix 1 Main definitions                            687

Appendix 2 Availability of a component and a system
   on standby and periodically tested                  715

A2.1 Introduction                                      715
A2.2 Availability of a component on standby and
          periodically tested                          715
A2.3 Mean availability                                 721
A2.4 Optimizing intervals between tests                723
A2.5 Availability of a system on standby and
          periodically tested                          724
References                                             724

Appendix 3 Importance factors                          725

A3.1 Introduction                                      725
A3.2 Importance factors                                725
References                                             727

Appendix 4 Assessment of uncertainties                 728

A4.1 Introduction                                      728
A4.2 Processing of uncertainties                       729
A4.3 Propagation of uncertainties                      730
   A4.3.1 Monte Carlo-type simulation                  730
   A4.3.2 Moments method                               731
References                                             732

Appendix 5 Operating rules for cases where a safety
   system is observed to be unavailable                733

A5.1 Introduction                                      733
A5.2 Method                                            734
A5.3 Examples of application                           735
   A5.3.1 Aeronautical applications                    735
   A5.3.2 Nuclear applications                         736
References                                             737

Appendix 6 Semi-Markovian process: MUT, M17R and M17F  739

A6.1 MUT, MTTR and MTTF calculation                    739
A6.2 Asymptotic frequency method                       741
A6.3 Asymptotic duration method                        742
A6.4 Examples                                          743
Reference                                              744

Appendix 7 International standards on dependability    745

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Philip Koopman: koopman@cmu.edu