Fundamentals of performance evaluation of computer and telecommunication systems:
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| Main Authors: | , |
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| Format: | Book |
| Language: | English |
| Published: |
Oxford
Wiley-Blackwell
2009
|
| Subjects: | |
| Online Access: | Inhaltsverzeichnis Klappentext |
| Physical Description: | XV, 459 S. graph. Darst. |
| ISBN: | 9780471269830 0471269832 |
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THE ONLY SINGULAR, ALL-ENCOMPASSING TEXTBOOK ON
STATE-OF-THE-ART TECHNICAL PERFORMANCE EVALUATION
Fundamentals of Performance Evaluation of Computer and Telecommunication Systems
uniquely presents all techniques of performance evaluation of computers systems,
communication networks, and telecommunications in a balanced manner. Written by
the renowned Professor Mohammad S. Obaidat and his coauthor Professor Noureddine
Boudriga. it is also the only resource to treat computer and telecommunication systems
as inseparable issues. The authors explain the basic concepts of performance evaluation,
applications, performance evaluation metrics, workload types, benchmarking, and charac¬
terization of workload. This is followed by a review of the basics of probability theory, and
then, the main techniques for performance evaluation—namely measurement, simulation.
and analytic modeling—with case studies and examples.
•
Contains the practical and applicable knowledge necessary for a successful
performance evaluation in a balanced approach
•
Reviews measurement tools, benchmark programs, design of experiments, traffic
models, basics of queueing theory, and operational and mean value analysis
•
Covers the techniques for validation and verification of simulation as well as
random number generation, random
variate
generation, and testing with examples
•
Features numerous examples and case studies, as well as exercises and problems
for use as homework or programming assignments
Fundamentals of Performance Evaluation of Computer and Telecommunication Systems
is an ideal textbook for graduate students in computer science, electrical engineering,
computer engineering, and information sciences, technology, and systems. It is also an
excellent reference for practicing engineers and scientists.
MOHAMMAD S. OBAIDAT, recognized around the world for his pioneering and lasting
contributions to several areas including performance evaluation of computer and tele¬
communication systems, modeling and simulation, telecommunications, and networks
and information security, is a Professor of Computer Science at Monmouth University,
New Jersey. He is the editor in chief/editor of many international journals and has
chaired numerous international conferences. Dr. Obaidat is the author of several books
and numerous publications. He is founder of the prestigious International Symposium
on Performance Evaluation of Computer
&
Telecommunication Systems (SPECTS). Dr.
Obaidat obtained his PhD from The Ohio State University and has received many awards.
Recently. Dr. Obaidat received the Society for Modeling and Simulation International's
(SCS)
prestigious McLeod Founder's Award in recognition to his outstanding technical
and professional contributions to modeling and simulation. He is currently the President
of
SCS.
Dr. Obaidat is a Fellow of the
SCS
and a Fellow of the IEEE.
NOUREDDINE A. BOUDRIGA received his PhD in mathematics from University of
Pans XI, France, and in computer science from University of Tunis II. He is currently
with the University of 7th November at Carthage. Tunisia, where he is a Professor of
Telecommunications and Director of Research Laboratory on Networks
&
Security at
SUPCOM. Dr. Boudriga received the Tunisian Presidential Award in Scientific Research
tand Technology (July
2004).
He has authored or coauthored many publications.
À
Cover Design: Michael Rutkov/ski
Subscribe to our free Communication Technology eNewsletter at
wiley.com/enewsletters
ISBN 47Ů-Q-471-Í
I Visit telecommunicationbooks.com |
»WILEY
wiley.com
9 780^7
Vі
269811
CONTENTS
PREFACE
xiii
1
INTRODUCTION AND BASIC CONCEPTS
1
1.1
Background
2
1.2
Performance Evaluation Viewpoints and Concepts
3
1.3
Goals of Performance Evaluation
5
1.4
Applications of Performance Evaluation
6
1.5
Techniques
7
1.6
Metrics of Performance
8
1.7
Workload Characterization and Benchmarking
10
1.8
Summary
18
References
19
Exercises
20
PROBABILITY THEORY REVIEW
21
2.1
Basic Concepts on Probability Theory
22
2.2
Elementary Sampling
26
2.3
Random Variables
29
2.4
Sums of Variables
38
2.5
Regression Models
40
2.6
Important Density and Distribution Functions
47
2.7
Markov Processes
50
2.8
Limits
54
vii
VÍM
CONTENTS
2.9
Comparing Systems using Sample Data
57
2.10
Summary
62
References
62
Exercises
63
3
MEASUREMENT/TESTING TECHNIQUE
66
3.1
Measurement Strategies
66
3.2
Event Tracing
67
3.3
Monitors
70
3.4
Program Optimizers
73
3.5
Accounting Logs
74
3.6
Summary
75
References
75
Exercises
76
4
BENCHMARKING AND CAPACITY PLANNING
78
4.1
Introduction
79
4.2
Types of Benchmark Programs
80
4.3
Benchmark Examples
83
4.4
Frequent Mistakes and Games in Benchmarking
96
4.5
Procedures of Capacity Planning and Related Main Problems
100
4.6
Capacity Planning for Web Services
102
4.7
Summary
108
References
100
Exercises
112
5
DATA REPRESENTATION AND ADVANCED TOPICS
ON VALIDATION MODELING
113
5.1
Data Representation
114
5.2
Measurements
118
5.3
Program Profiling and Outlining
123
5.4
State Machine Models
127
5.5
Petri
Net-Based Modeling
135
5.6
Protocol Validation
143
5.7
Summary
147
References
147
Exercises
148
6
BASICS OF QUEUEING THEORY
152
6.
1 Queue Models
152
6.2
Queue Parameters
157
6.3
Little's Law
162
CONTENTS
IX
6.4
Priority
Management 167
6.5
Analysis of
M/M/
1 Systems 170
6.6 The
M/M/M Queue
176
6.7
Other
Queues
177
6.8
Queueing
Models with Insensitive Length Distribution
184
6.9
Summary
186
References
186
Exercises
187
7
QUEUEING NETWORKS
190
7.1
Fundamentals of Queueing Networks
190
7.2
Model Inputs and Outputs in Queueing Networks
195
7.3
Open Networks
198
7.4
Closed Queueing Networks
204
7.5
Product Form Networks
209
7.6
Mean Value Analysis
215
7.7
Analysis Using Flow Equivalent Servers
218
7.8
Summary
220
References
220
Exercises
221
8
OPERATIONAL AND MEAN VALUE ANALYSIS
226
8.1
Operational Laws
226
8.2
Little's Formula
231
8.3
Bottleneck Analysis
236
8.4
Standard
MVA 239
8.5
Approximation of
MVA 244
8.6
Bounding Analysis
248
8.7
Case Study: A Circuit Switching System
255
8.8
Summary
259
References
259
Exercises
260
9
INTRODUCTION TO SIMULATION TECHNIQUE
265
9.1
Introduction
265
9.2
Types of Simulation
275
9.3
Some Terminology
279
9.4
Random-Number-Generation Techniques
280
9.5
Survey of Commonly Used Random Number Generators
291
9.6
Seed Selection
292
9.7
Random
Variate
Generation
294
9.8
Testing of Random Number Sequences
299
X
CONTENTS
9.9
Summary
307
References
308
Exercises
310
10
COMMONLY USED DISTRIBUTIONS IN SIMULATION
AND THEIR APPLICATIONS
312
10.1
Exponential Distribution
313
10.2
Poisson
Distribution
315
10.3
Uniform Distribution
318
10.4
Normal Distribution
319
10.5
Weibull Distribution
326
10.6
Pareto Distribution
327
10.7
Geometric Distribution
330
10.8
Gamma distribution
331
10.9 Erlang
Distribution
334
10.10
Beta Distribution
337
10.11
Binomial Distribution
338
10.12
Chi-Square Distribution
342
10.13
Student's
t
Distribution
345
10.14
Examples of Applications
346
10.15
Summary
349
References
349
Exercises
350
11
ANALYSIS OF SIMULATION RESULTS
353
11.1
Introduction
353
11.2
Fundamental Approaches
355
11.3
Verification Techniques
358
11.4
Validation Techniques
362
11.5
Verification and Validation in Distributed Environments
365
11.6
Transient Elimination
369
11.7
Stopping Principles for Simulations
372
11.8
Accreditation
373
11.9
Summary
374
References
374
Exercises
375
12
SIMULATION SOFTWARE AND CASE STUDIES
377
12.1
Introduction
378
12.2
Selection of Simulation Software
378
12.3
General-Purpose Programming Languages
379
12.4
Simulation Languages
381
12.5
Simulation Software Packages
398
CONTENTS
ХІ
12.6
Comparing
Simulation Tools
and Languages
417
12.7
Case Studies on Simulation of Computer and
Telecommunication Systems
418
12.8
Summary
428
References
429
Exercises
432
APPENDIX A TABLE OF STANDARD NORMAL (Z) DISTRIBUTION
434
APPENDIX
В
COMMONLY USED NORMAL QUANTILES
436
APPENDIX
С
QUANTILES OF UNIT NORMAL DISTRIBUTION
437
APPENDIX
D
QUANTILES OF STUDENT'S T-DISTRIBUTION
WITH V DEGREES OF FREEDOM
439
INDEX
441 |
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| spelling | Obaidat, Mohammad S. 1952- Verfasser (DE-588)142140619 aut Fundamentals of performance evaluation of computer and telecommunication systems Mohammed S. Obaidat ; Noureddine A. Boudriga Oxford Wiley-Blackwell 2009 XV, 459 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Computer networks / Evaluation Telecommunication systems / Evaluation Computer networks - Evaluation Telecommunication systems - Evaluation Leistungsbewertung (DE-588)4167271-9 gnd rswk-swf Rechnernetz (DE-588)4070085-9 gnd rswk-swf Dienstgüte (DE-588)4496068-2 gnd rswk-swf Telekommunikationsnetz (DE-588)4133586-7 gnd rswk-swf Telekommunikationsnetz (DE-588)4133586-7 s Rechnernetz (DE-588)4070085-9 s Dienstgüte (DE-588)4496068-2 s Leistungsbewertung (DE-588)4167271-9 s DE-604 Boudriga, Noureddine Verfasser aut Digitalisierung UB Bayreuth application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017378738&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Digitalisierung UB Bayreuth application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017378738&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Klappentext |
| spellingShingle | Obaidat, Mohammad S. 1952- Boudriga, Noureddine Fundamentals of performance evaluation of computer and telecommunication systems Computer networks / Evaluation Telecommunication systems / Evaluation Computer networks - Evaluation Telecommunication systems - Evaluation Leistungsbewertung (DE-588)4167271-9 gnd Rechnernetz (DE-588)4070085-9 gnd Dienstgüte (DE-588)4496068-2 gnd Telekommunikationsnetz (DE-588)4133586-7 gnd |
| subject_GND | (DE-588)4167271-9 (DE-588)4070085-9 (DE-588)4496068-2 (DE-588)4133586-7 |
| title | Fundamentals of performance evaluation of computer and telecommunication systems |
| title_auth | Fundamentals of performance evaluation of computer and telecommunication systems |
| title_exact_search | Fundamentals of performance evaluation of computer and telecommunication systems |
| title_full | Fundamentals of performance evaluation of computer and telecommunication systems Mohammed S. Obaidat ; Noureddine A. Boudriga |
| title_fullStr | Fundamentals of performance evaluation of computer and telecommunication systems Mohammed S. Obaidat ; Noureddine A. Boudriga |
| title_full_unstemmed | Fundamentals of performance evaluation of computer and telecommunication systems Mohammed S. Obaidat ; Noureddine A. Boudriga |
| title_short | Fundamentals of performance evaluation of computer and telecommunication systems |
| title_sort | fundamentals of performance evaluation of computer and telecommunication systems |
| topic | Computer networks / Evaluation Telecommunication systems / Evaluation Computer networks - Evaluation Telecommunication systems - Evaluation Leistungsbewertung (DE-588)4167271-9 gnd Rechnernetz (DE-588)4070085-9 gnd Dienstgüte (DE-588)4496068-2 gnd Telekommunikationsnetz (DE-588)4133586-7 gnd |
| topic_facet | Computer networks / Evaluation Telecommunication systems / Evaluation Computer networks - Evaluation Telecommunication systems - Evaluation Leistungsbewertung Rechnernetz Dienstgüte Telekommunikationsnetz |
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