Description

Book Synopsis

From queues to telecoms. Queues are, of course, omnipresent in our world, at the bank, the supermarket, the shops, on the road... and yes, they also exist in the domain of telecoms.

Queues Applied to Telecoms studies the theoretical aspect of these queues, from Poisson processes, Markov chains and queueing systems to queueing networks. The study of the use of their resources is addressed by the theory of teletraffic. This book also outlines the basic ideas in the theory of teletraffic, presenting the teletraffic of loss systems and waiting systems.

However, some applications and explanations are more oriented towards the field of telecommunications, and this book contains lectures and more than sixty corrected exercises to cover these topics. On your marks....



Table of Contents

Notations xi

Preface xxi

Part 1 Typical Processes in Queues 1

Chapter 1 The Poisson Process 3

1.1 Review of the exponential distribution 3

1.1.1 Definitions 3

1.1.2 The properties of an exponential distribution 4

1.2 Poisson process 10

1.2.1 Definitions 10

1.2.2 Properties of the Poisson process 12

1.3 Exercises 16

Chapter 2 Markov Chains 21

2.1 Markov chains in discrete time 21

2.1.1 Definitions 21

2.1.2 Evolution of a stochastic vector over time 26

2.1.3 Asymptotic behavior 30

2.1.4 Holding time in a state 32

2.1.5 Time-reversible chain 33

2.1.6 Reversible Markov chains 34

2.1.7 Kolmogorov’s criterion 34

2.2 Markov chains in continuous time 35

2.2.1 Definitions 35

2.2.2 Evolution over time 38

2.2.3 Resolving the state equation 41

2.2.4 Asymptotic behavior 42

2.3 Birth and death process 43

2.3.1 Definition 43

2.3.2 Infinitesimal stochastic generator 43

2.3.3 Stationary distribution 44

2.4 Exercises 45

Part 2 Queues 51

Chapter 3 Common Queues 53

3.1 Arrival process of customers in a queue 53

3.1.1 The Poisson process 53

3.1.2 Using the Poisson distribution Rho(lambda) 54

3.1.3 Exponential distribution of delay times 55

3.2 Queueing systems 57

3.2.1 Notation for queueing systems 58

3.2.2 Little distributions 59

3.2.3 Offered traffic 60

3.3 M/M/1 queue 60

3.3.1 Stationary distribution 61

3.3.2 Characteristics of the M/M/1 queue 62

3.3.3 Introducing a factor of impatience 64

3.4 M/M/(Infinity) queue 65

3.5 M/M/n/n queue 66

3.5.1 Stationary distribution 67

3.5.2 Erlang-B formula 67

3.5.3 Characteristics of the M/M/n/n queue 68

3.6 M/M/n queue 68

3.6.1 Stationary distribution 69

3.6.2 Erlang-C formula 70

3.6.3 Characteristics of the M/M/n queue 70

3.7 M/GI/1 queue 71

3.7.1 Stationary distribution 71

3.7.2 Characteristics of the M/GI/1 queue 73

3.8 Exercises 74

Chapter 4 Product-Form Queueing Networks 79

4.1 Jackson networks 80

4.1.1 Definition of a Jackson network 80

4.1.2 Stationary distribution 81

4.1.3 The particular case of the Jackson theorem for open networks 84

4.1.4 Generalization of Jackson networks: BCMP networks 84

4.2 Whittle networks 85

4.2.1 Definition of a Whittle network 85

4.2.2 Stationary distribution 88

4.2.3 Properties of a Whittle network 88

4.3 Exercise 89

Part 3 Teletraffic 91

Chapter 5 Notion of Teletraffic 93

5.1 Teletraffic and its objectives 93

5.2 Definitions 94

5.2.1 Measures in teletraffic 94

5.2.2 Sources and resources 95

5.2.3 Requests and holding time 96

5.2.4 Traffic 97

5.3 Measuring and foreseeing traffic 101

5.3.1 Traffic and service quality 101

5.3.2 Measuring traffic 102

5.3.3 Markovian model of traffic 102

5.3.4 Economy and traffic forecasting 103

5.4 Exercises 103

Chapter 6 Resource Requests and Activity 107

6.1 Infinite number of sources 107

6.1.1 Distribution of requests in continuous time 107

6.1.2 Distribution of requests in discrete time 110

6.1.3 Duration of activity distributions 113

6.1.4 Distribution of busy sources 115

6.2 Finite number of sources 115

6.2.1 Modeling with birth and death processes 116

6.2.2 Distribution of requests 117

6.3 Traffic peaks and randomness 118

6.3.1 Traffic peaks 118

6.3.2 Pure chance traffic 119

6.4 Recapitulation 119

6.5 Exercises 120

Chapter 7 The Teletraffic of Loss Systems 123

7.1 Loss systems 124

7.1.1 Definitions 124

7.1.2 Blocking and loss 124

7.2 The Erlang model 126

7.2.1 Infinite number of resources 127

7.2.2 Finite number of resources 128

7.2.3 Erlang-B formula 131

7.2.4 Dimensioning principles 132

7.3 Engset model 133

7.3.1 Sufficient number of resources 133

7.3.2 Insufficient number of resources 135

7.3.3 On the Engset loss formula 137

7.4 Imperfect loss systems 137

7.4.1 Loss probability in an imperfect system with limited and constant accessibility 137

7.4.2 Losses in a system with limited and variable accessibility 138

7.5 Exercises 138

Chapter 8 Teletraffic in Delay Systems 143

8.1 Delay system 143

8.1.1 Description 143

8.1.2 Characteristics of delay 144

8.2 Erlang model 145

8.2.1 Infinitely long queue 145

8.2.2 Erlang-C formula 146

8.2.3 Distribution of delays 147

8.3 Finite waiting capacity model 150

8.3.1 Queues of finite length 150

8.3.2 Limitations affecting the delay 151

8.4 Palm model 151

8.4.1 M/M/n/N/N queue 152

8.4.2 Characteristics of traffic 153

8.5 General distribution model for activity 153

8.5.1 The Pollaczek--Khinchine formula 153

8.5.2 Activity with a constant duration 154

8.6 Exercises 155

Part 4 Answers to Exercises 161

Chapter 9 Chapter 1 Exercises 163

Chapter 10 Chapter 2 Exercises 171

Chapter 11 Chapter 3 Exercises 185

Chapter 12 Chapter 4 Exercise 197

Chapter 13 Chapter 5 Exercises 201

Chapter 14 Chapter 6 Exercises 205

Chapter 15 Chapter 7 Exercises 207

Chapter 16 Chapter 8 Exercises 211

Part 5 Appendices 219

Appendix 1 221

Appendix 2 227

References 233

Index 235

Queues Applied to Telecoms: Courses and Exercises

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A Hardback by Toky Basilide Ravaliminoarimalalason, Falimanana Randimbindrainibe

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    View other formats and editions of Queues Applied to Telecoms: Courses and Exercises by Toky Basilide Ravaliminoarimalalason

    Publisher: ISTE Ltd and John Wiley & Sons Inc
    Publication Date: 24/01/2023
    ISBN13: 9781786309044, 978-1786309044
    ISBN10: 1786309041

    Description

    Book Synopsis

    From queues to telecoms. Queues are, of course, omnipresent in our world, at the bank, the supermarket, the shops, on the road... and yes, they also exist in the domain of telecoms.

    Queues Applied to Telecoms studies the theoretical aspect of these queues, from Poisson processes, Markov chains and queueing systems to queueing networks. The study of the use of their resources is addressed by the theory of teletraffic. This book also outlines the basic ideas in the theory of teletraffic, presenting the teletraffic of loss systems and waiting systems.

    However, some applications and explanations are more oriented towards the field of telecommunications, and this book contains lectures and more than sixty corrected exercises to cover these topics. On your marks....



    Table of Contents

    Notations xi

    Preface xxi

    Part 1 Typical Processes in Queues 1

    Chapter 1 The Poisson Process 3

    1.1 Review of the exponential distribution 3

    1.1.1 Definitions 3

    1.1.2 The properties of an exponential distribution 4

    1.2 Poisson process 10

    1.2.1 Definitions 10

    1.2.2 Properties of the Poisson process 12

    1.3 Exercises 16

    Chapter 2 Markov Chains 21

    2.1 Markov chains in discrete time 21

    2.1.1 Definitions 21

    2.1.2 Evolution of a stochastic vector over time 26

    2.1.3 Asymptotic behavior 30

    2.1.4 Holding time in a state 32

    2.1.5 Time-reversible chain 33

    2.1.6 Reversible Markov chains 34

    2.1.7 Kolmogorov’s criterion 34

    2.2 Markov chains in continuous time 35

    2.2.1 Definitions 35

    2.2.2 Evolution over time 38

    2.2.3 Resolving the state equation 41

    2.2.4 Asymptotic behavior 42

    2.3 Birth and death process 43

    2.3.1 Definition 43

    2.3.2 Infinitesimal stochastic generator 43

    2.3.3 Stationary distribution 44

    2.4 Exercises 45

    Part 2 Queues 51

    Chapter 3 Common Queues 53

    3.1 Arrival process of customers in a queue 53

    3.1.1 The Poisson process 53

    3.1.2 Using the Poisson distribution Rho(lambda) 54

    3.1.3 Exponential distribution of delay times 55

    3.2 Queueing systems 57

    3.2.1 Notation for queueing systems 58

    3.2.2 Little distributions 59

    3.2.3 Offered traffic 60

    3.3 M/M/1 queue 60

    3.3.1 Stationary distribution 61

    3.3.2 Characteristics of the M/M/1 queue 62

    3.3.3 Introducing a factor of impatience 64

    3.4 M/M/(Infinity) queue 65

    3.5 M/M/n/n queue 66

    3.5.1 Stationary distribution 67

    3.5.2 Erlang-B formula 67

    3.5.3 Characteristics of the M/M/n/n queue 68

    3.6 M/M/n queue 68

    3.6.1 Stationary distribution 69

    3.6.2 Erlang-C formula 70

    3.6.3 Characteristics of the M/M/n queue 70

    3.7 M/GI/1 queue 71

    3.7.1 Stationary distribution 71

    3.7.2 Characteristics of the M/GI/1 queue 73

    3.8 Exercises 74

    Chapter 4 Product-Form Queueing Networks 79

    4.1 Jackson networks 80

    4.1.1 Definition of a Jackson network 80

    4.1.2 Stationary distribution 81

    4.1.3 The particular case of the Jackson theorem for open networks 84

    4.1.4 Generalization of Jackson networks: BCMP networks 84

    4.2 Whittle networks 85

    4.2.1 Definition of a Whittle network 85

    4.2.2 Stationary distribution 88

    4.2.3 Properties of a Whittle network 88

    4.3 Exercise 89

    Part 3 Teletraffic 91

    Chapter 5 Notion of Teletraffic 93

    5.1 Teletraffic and its objectives 93

    5.2 Definitions 94

    5.2.1 Measures in teletraffic 94

    5.2.2 Sources and resources 95

    5.2.3 Requests and holding time 96

    5.2.4 Traffic 97

    5.3 Measuring and foreseeing traffic 101

    5.3.1 Traffic and service quality 101

    5.3.2 Measuring traffic 102

    5.3.3 Markovian model of traffic 102

    5.3.4 Economy and traffic forecasting 103

    5.4 Exercises 103

    Chapter 6 Resource Requests and Activity 107

    6.1 Infinite number of sources 107

    6.1.1 Distribution of requests in continuous time 107

    6.1.2 Distribution of requests in discrete time 110

    6.1.3 Duration of activity distributions 113

    6.1.4 Distribution of busy sources 115

    6.2 Finite number of sources 115

    6.2.1 Modeling with birth and death processes 116

    6.2.2 Distribution of requests 117

    6.3 Traffic peaks and randomness 118

    6.3.1 Traffic peaks 118

    6.3.2 Pure chance traffic 119

    6.4 Recapitulation 119

    6.5 Exercises 120

    Chapter 7 The Teletraffic of Loss Systems 123

    7.1 Loss systems 124

    7.1.1 Definitions 124

    7.1.2 Blocking and loss 124

    7.2 The Erlang model 126

    7.2.1 Infinite number of resources 127

    7.2.2 Finite number of resources 128

    7.2.3 Erlang-B formula 131

    7.2.4 Dimensioning principles 132

    7.3 Engset model 133

    7.3.1 Sufficient number of resources 133

    7.3.2 Insufficient number of resources 135

    7.3.3 On the Engset loss formula 137

    7.4 Imperfect loss systems 137

    7.4.1 Loss probability in an imperfect system with limited and constant accessibility 137

    7.4.2 Losses in a system with limited and variable accessibility 138

    7.5 Exercises 138

    Chapter 8 Teletraffic in Delay Systems 143

    8.1 Delay system 143

    8.1.1 Description 143

    8.1.2 Characteristics of delay 144

    8.2 Erlang model 145

    8.2.1 Infinitely long queue 145

    8.2.2 Erlang-C formula 146

    8.2.3 Distribution of delays 147

    8.3 Finite waiting capacity model 150

    8.3.1 Queues of finite length 150

    8.3.2 Limitations affecting the delay 151

    8.4 Palm model 151

    8.4.1 M/M/n/N/N queue 152

    8.4.2 Characteristics of traffic 153

    8.5 General distribution model for activity 153

    8.5.1 The Pollaczek--Khinchine formula 153

    8.5.2 Activity with a constant duration 154

    8.6 Exercises 155

    Part 4 Answers to Exercises 161

    Chapter 9 Chapter 1 Exercises 163

    Chapter 10 Chapter 2 Exercises 171

    Chapter 11 Chapter 3 Exercises 185

    Chapter 12 Chapter 4 Exercise 197

    Chapter 13 Chapter 5 Exercises 201

    Chapter 14 Chapter 6 Exercises 205

    Chapter 15 Chapter 7 Exercises 207

    Chapter 16 Chapter 8 Exercises 211

    Part 5 Appendices 219

    Appendix 1 221

    Appendix 2 227

    References 233

    Index 235

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