Performance Modeling Of Communication Networks With Markov Chains

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Performance Modeling of Communication Networks with Markov Chains

Jeonghoon Mo
Performance Modeling of Communication Networks with Markov Chains Book PDF

Author : Jeonghoon Mo
Publisher : Morgan & Claypool Publishers
Page : 90 pages
File Size : 47,6 Mb
Release : 2010-09-09
Category : Technology & Engineering
ISBN : 9781598299182

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Performance Modeling of Communication Networks with Markov Chains by Jeonghoon Mo Pdf

This book is an introduction to Markov chain modeling with applications to communication networks. It begins with a general introduction to performance modeling in Chapter 1 where we introduce different performance models. We then introduce basic ideas of Markov chain modeling: Markov property, discrete time Markov chain (DTMC) and continuous time Markov chain (CTMC). We also discuss how to find the steady state distributions from these Markov chains and how they can be used to compute the system performance metric. The solution methodologies include a balance equation technique, limiting probability technique, and the uniformization. We try to minimize the theoretical aspects of the Markov chain so that the book is easily accessible to readers without deep mathematical backgrounds. We then introduce how to develop a Markov chain model with simple applications: a forwarding system, a cellular system blocking, slotted ALOHA, Wi-Fi model, and multichannel based LAN model. The examples cover CTMC, DTMC, birth-death process and non birth-death process. We then introduce more difficult examples in Chapter 4, which are related to wireless LAN networks: the Bianchi model and Multi-Channel MAC model with fixed duration. These models are more advanced than those introduced in Chapter 3 because they require more advanced concepts such as renewal-reward theorem and the queueing network model. We introduce these concepts in the appendix as needed so that readers can follow them without difficulty. We hope that this textbook will be helpful to students, researchers, and network practitioners who want to understand and use mathematical modeling techniques. Table of Contents: Performance Modeling / Markov Chain Modeling / Developing Markov Chain Performance Models / Advanced Markov Chain Models

Performance Modeling of Communication Networks with Markov Chains

Jeonghoon Mo,John Baras,George Theodorakopoulos
Performance Modeling of Communication Networks with Markov Chains Book PDF

Author : Jeonghoon Mo,John Baras,George Theodorakopoulos
Publisher : Unknown
Page : 0 pages
File Size : 55,9 Mb
Release : 2010
Category : Artificial intelligence
ISBN : 8303179985

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Performance Modeling of Communication Networks with Markov Chains by Jeonghoon Mo,John Baras,George Theodorakopoulos Pdf

This book is an introduction to Markov chain modeling with applications to communication networks. It begins with a general introduction to performance modeling in Chapter 1 where we introduce different performance models. We then introduce basic ideas of Markov chain modeling: Markov property, discrete time Markov chain (DTMC) and continuous time Markov chain (CTMC). We also discuss how to find the steady state distributions from these Markov chains and how they can be used to compute the system performance metric. The solution methodologies include a balance equation technique, limiting probability technique, and the uniformization. We try to minimize the theoretical aspects of the Markov chain so that the book is easily accessible to readers without deep mathematical backgrounds. We then introduce how to develop a Markov chain model with simple applications: a forwarding system, a cellular system blocking, slotted ALOHA, Wi-Fi model, and multichannel based LAN model. The examples cover CTMC, DTMC, birth-death process and non birth-death process. We then introduce more difficult examples in Chapter 4, which are related to wireless LAN networks: the Bianchi model and Multi-Channel MAC model with fixed duration. These models are more advanced than those introduced in Chapter 3 because they require more advanced concepts such as renewal-reward theorem and the queueing network model. We introduce these concepts in the appendix as needed so that readers can follow them without difficulty. We hope that this textbook will be helpful to students, researchers, and network practitioners who want to understand and use mathematical modeling techniques. Table of Contents: Performance Modeling / Markov Chain Modeling / Developing Markov Chain Performance Models / Advanced Markov Chain Models.

Performance Modeling and Analysis of Communication Networks

Phuoc Tran-Gia,Tobias Hoßfeld
Performance Modeling and Analysis of Communication Networks Book PDF

Author : Phuoc Tran-Gia,Tobias Hoßfeld
Publisher : BoD – Books on Demand
Page : 370 pages
File Size : 51,5 Mb
Release : 2021-10-12
Category : Computers
ISBN : 9783958261525

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Performance Modeling and Analysis of Communication Networks by Phuoc Tran-Gia,Tobias Hoßfeld Pdf

This textbook provides an introduction to common methods of performance modeling and analysis of communication systems. These methods form the basis of traffic engineering, teletraffic theory, and analytical system dimensioning. The fundamentals of probability theory, stochastic processes, Markov processes, and embedded Markov chains are presented. Basic queueing models are described with applications in communication networks. Advanced methods are presented that have been frequently used in recent practice, especially discrete-time analysis algorithms, or which go beyond classical performance measures such as Quality of Experience or energy efficiency. Recent examples of modern communication networks include Software Defined Networking and the Internet of Things. Throughout the book, illustrative examples are used to provide practical experience in performance modeling and analysis. Target group: The book is aimed at students and scientists in computer science and technical computer science, operations research, electrical engineering and economics.

Performance Modeling, Stochastic Networks, and Statistical Multiplexing

Ravi R. Mazumdar
Performance Modeling Stochastic Networks and Statistical Multiplexing Book PDF

Author : Ravi R. Mazumdar
Publisher : Morgan & Claypool Publishers
Page : 213 pages
File Size : 40,5 Mb
Release : 2013-06-01
Category : Computers
ISBN : 9781627051736

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Performance Modeling, Stochastic Networks, and Statistical Multiplexing by Ravi R. Mazumdar Pdf

This monograph presents a concise mathematical approach for modeling and analyzing the performance of communication networks with the aim of introducing an appropriate mathematical framework for modeling and analysis as well as understanding the phenomenon of statistical multiplexing. The models, techniques, and results presented form the core of traffic engineering methods used to design, control and allocate resources in communication networks.The novelty of the monograph is the fresh approach and insights provided by a sample-path methodology for queueing models that highlights the important ideas of Palm distributions associated with traffic models and their role in computing performance measures. The monograph also covers stochastic network theory including Markovian networks. Recent results on network utility optimization and connections to stochastic insensitivity are discussed. Also presented are ideas of large buffer, and many sources asymptotics that play an important role in understanding statistical multiplexing. In particular, the important concept of effective bandwidths as mappings from queueing level phenomena to loss network models is clearly presented along with a detailed discussion of accurate approximations for large networks. Table of Contents: Introduction to Traffic Models and Analysis / Queues and Performance Analysis / Loss Models for Networks / Stochastic Networks and Insensitivity / Statistical Multiplexing

Performance Modelling of Communication Networks and Computer Architectures

Peter G. Harrison,Naresh M. Patel
Performance Modelling of Communication Networks and Computer Architectures Book PDF

Author : Peter G. Harrison,Naresh M. Patel
Publisher : Addison Wesley Publishing Company
Page : 496 pages
File Size : 41,5 Mb
Release : 1993
Category : Computers
ISBN : UOM:39015029197608

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Performance Modelling of Communication Networks and Computer Architectures by Peter G. Harrison,Naresh M. Patel Pdf

With the growing need for effective communication networks in telecommunications and distributed computer systems, system designers need to be aware of the developments of sophisticated models for evaluating system performance. This book is ideally designed for performance engineers and system designers with the main focus of the text on queueing network models.

PERFORMANCE MODELING OF COMMUNICATION NETWORKS WITH MARKOV CHAINS

JEONGHOON. MO
PERFORMANCE MODELING OF COMMUNICATION NETWORKS WITH MARKOV CHAINS Book PDF

Author : JEONGHOON. MO
Publisher : Unknown
Page : 0 pages
File Size : 47,6 Mb
Release : 2022
Category : Automated vehicles
ISBN : 3031012348

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PERFORMANCE MODELING OF COMMUNICATION NETWORKS WITH MARKOV CHAINS by JEONGHOON. MO Pdf

"This open access book brings together the latest developments from industry and research on automated driving and artificial intelligence. Environment perception for highly automated driving heavily employs deep neural networks, facing many challenges. How much data do we need for training and testing? How to use synthetic data to save labeling costs for training? How do we increase robustness and decrease memory usage? For inevitably poor conditions: How do we know that the network is uncertain about its decisions? Can we understand a bit more about what actually happens inside neural networks? This leads to a very practical problem particularly for DNNs employed in automated driving: What are useful validation techniques and how about safety? This book unites the views from both academia and industry, where computer vision and machine learning meet environment perception for highly automated driving. Naturally, aspects of data, robustness, uncertainty quantification, and, last but not least, safety are at the core of it. This book is unique: In its first part, an extended survey of all the relevant aspects is provided. The second part contains the detailed technical elaboration of the various questions mentioned above."--

Analysis of Computer and Communication Networks

Fayez Gebali
Analysis of Computer and Communication Networks Book PDF

Author : Fayez Gebali
Publisher : Springer Science & Business Media
Page : 685 pages
File Size : 44,5 Mb
Release : 2008-06-24
Category : Technology & Engineering
ISBN : 9780387744377

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Analysis of Computer and Communication Networks by Fayez Gebali Pdf

Analysis of Computer and Communication Networks provides the basic techniques for modeling and analyzing two of the fundamental components of high performance networks: switching equipment, and software employed at the end nodes and intermediate switches. The book also reviews the design options used to build efficient switching equipment. Topics covered include Markov chains and queuing analysis, traffic modeling, interconnection networks, and switch architectures and buffering strategies. This book covers the mathematical theory and techniques necessary for analyzing telecommunication systems. Queuing and Markov chain analyses are provided for many protocols currently in use. The book then discusses in detail applications of Markov chains and queuing analysis to model more than 15 communications protocols and hardware components.

Performance Modeling of Communication Networks with Markov Chains

Jeonghoon Mo
Performance Modeling of Communication Networks with Markov Chains Book PDF

Author : Jeonghoon Mo
Publisher : Springer Nature
Page : 80 pages
File Size : 44,9 Mb
Release : 2022-05-31
Category : Computers
ISBN : 9783031799891

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Performance Modeling of Communication Networks with Markov Chains by Jeonghoon Mo Pdf

This book is an introduction to Markov chain modeling with applications to communication networks. It begins with a general introduction to performance modeling in Chapter 1 where we introduce different performance models. We then introduce basic ideas of Markov chain modeling: Markov property, discrete time Markov chain (DTMC) and continuous time Markov chain (CTMC). We also discuss how to find the steady state distributions from these Markov chains and how they can be used to compute the system performance metric. The solution methodologies include a balance equation technique, limiting probability technique, and the uniformization. We try to minimize the theoretical aspects of the Markov chain so that the book is easily accessible to readers without deep mathematical backgrounds. We then introduce how to develop a Markov chain model with simple applications: a forwarding system, a cellular system blocking, slotted ALOHA, Wi-Fi model, and multichannel based LAN model. The examples cover CTMC, DTMC, birth-death process and non birth-death process. We then introduce more difficult examples in Chapter 4, which are related to wireless LAN networks: the Bianchi model and Multi-Channel MAC model with fixed duration. These models are more advanced than those introduced in Chapter 3 because they require more advanced concepts such as renewal-reward theorem and the queueing network model. We introduce these concepts in the appendix as needed so that readers can follow them without difficulty. We hope that this textbook will be helpful to students, researchers, and network practitioners who want to understand and use mathematical modeling techniques. Table of Contents: Performance Modeling / Markov Chain Modeling / Developing Markov Chain Performance Models / Advanced Markov Chain Models

Queueing Networks and Markov Chains

Gunter Bolch,Stefan Greiner,Hermann de Meer,Kishor S. Trivedi
Queueing Networks and Markov Chains Book PDF

Author : Gunter Bolch,Stefan Greiner,Hermann de Meer,Kishor S. Trivedi
Publisher : John Wiley & Sons
Page : 901 pages
File Size : 53,5 Mb
Release : 2006-04-14
Category : Technology & Engineering
ISBN : 9780471565253

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Queueing Networks and Markov Chains by Gunter Bolch,Stefan Greiner,Hermann de Meer,Kishor S. Trivedi Pdf

Critically acclaimed text for computer performance analysis--now in its second edition The Second Edition of this now-classic text provides a current and thorough treatment of queueing systems, queueing networks, continuous and discrete-time Markov chains, and simulation. Thoroughly updated with new content, as well as new problems and worked examples, the text offers readers both the theory and practical guidance needed to conduct performance and reliability evaluations of computer, communication, and manufacturing systems. Starting with basic probability theory, the text sets the foundation for the more complicated topics of queueing networks and Markov chains, using applications and examples to illustrate key points. Designed to engage the reader and build practical performance analysis skills, the text features a wealth of problems that mirror actual industry challenges. New features of the Second Edition include: * Chapter examining simulation methods and applications * Performance analysis applications for wireless, Internet, J2EE, and Kanban systems * Latest material on non-Markovian and fluid stochastic Petri nets, as well as solution techniques for Markov regenerative processes * Updated discussions of new and popular performance analysis tools, including ns-2 and OPNET * New and current real-world examples, including DiffServ routers in the Internet and cellular mobile networks With the rapidly growing complexity of computer and communication systems, the need for this text, which expertly mixes theory and practice, is tremendous. Graduate and advanced undergraduate students in computer science will find the extensive use of examples and problems to be vital in mastering both the basics and the fine points of the field, while industry professionals will find the text essential for developing systems that comply with industry standards and regulations.

Analysis of Computer and Communication Networks

Fayez Gebali
Analysis of Computer and Communication Networks Book PDF

Author : Fayez Gebali
Publisher : Springer
Page : 0 pages
File Size : 42,7 Mb
Release : 2008-11-01
Category : Technology & Engineering
ISBN : 038756683X

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Analysis of Computer and Communication Networks by Fayez Gebali Pdf

Analysis of Computer and Communication Networks provides the basic techniques for modeling and analyzing two of the fundamental components of high performance networks: switching equipment, and software employed at the end nodes and intermediate switches. The book also reviews the design options used to build efficient switching equipment. Topics covered include Markov chains and queuing analysis, traffic modeling, interconnection networks, and switch architectures and buffering strategies. This book covers the mathematical theory and techniques necessary for analyzing telecommunication systems. Queuing and Markov chain analyses are provided for many protocols currently in use. The book then discusses in detail applications of Markov chains and queuing analysis to model more than 15 communications protocols and hardware components.

Network Performance Modeling and Simulation

Jean Walrand,Kallol Bagchi,George Zobrist
Network Performance Modeling and Simulation Book PDF

Author : Jean Walrand,Kallol Bagchi,George Zobrist
Publisher : CRC Press
Page : 332 pages
File Size : 47,8 Mb
Release : 2019-08-16
Category : Computers
ISBN : 9781000717501

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Network Performance Modeling and Simulation by Jean Walrand,Kallol Bagchi,George Zobrist Pdf

This book makes the argument that performance modeling and simulation have become central issues in computer science and engineering, in part due to applications to the structures comprising the Internet. Dealing primarily with theory, tools and techniques as related to communications systems, the volume provides tutorials and surveys and relates new important research results. Each chapter presents background information, describes and analyzes important work done in the field and provides direction to the reader on future work and further readings. The topics covered include traffic models for A TM networks, simulation environments, analytical methods, interprocessor communications, and an evaluation of process architectures.

High Performance Communication Networks

Jean Walrand,Pravin Pratap Varaiya
High Performance Communication Networks Book PDF

Author : Jean Walrand,Pravin Pratap Varaiya
Publisher : Morgan Kaufmann Pub
Page : 693 pages
File Size : 54,6 Mb
Release : 2000
Category : Computers
ISBN : 1558605746

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High Performance Communication Networks by Jean Walrand,Pravin Pratap Varaiya Pdf

Retaining the first edition's technology-centred perspective, this book gives readers a sound understanding of packed-switched, circuit-switched and ATM networks, and techniques for controlling them.

Performance Evaluation of Computer and Communication Systems

Lorenzo Donatiello,Randolph Nelson
Performance Evaluation of Computer and Communication Systems Book PDF

Author : Lorenzo Donatiello,Randolph Nelson
Publisher : Springer Science & Business Media
Page : 692 pages
File Size : 44,7 Mb
Release : 1993-09-15
Category : Computers
ISBN : 354057297X

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Performance Evaluation of Computer and Communication Systems by Lorenzo Donatiello,Randolph Nelson Pdf

This volume contains the complete set of tutorial papers presented at the 16th IFIP (International Federation for Information Processing) Working Group 7.3 International Symposium on Computer Performance Modelling, Measurement and Evaluation, and a number of tutorial papers presented at the 1993 ACM (Association for Computing Machinery) Special Interest Group METRICS Conference on Measurement and Modeling of Computer Systems. The principal goal of the volume is to present an overview of recent results in the field of modeling and performance evaluation of computer and communication systems. The wide diversity of applications and methodologies included in the tutorials attests to the breadth and richness of current research in the area of performance modeling. The tutorials may serve to introduce a reader to an unfamiliar research area, to unify material already known, or simply to illustrate the diversity of research in the field. The extensive bibliographies guide readers to additional sources for further reading.

Performance of Communication Systems

Alexander Ost
Performance of Communication Systems Book PDF

Author : Alexander Ost
Publisher : Springer Science & Business Media
Page : 298 pages
File Size : 48,6 Mb
Release : 2013-04-17
Category : Technology & Engineering
ISBN : 9783662044216

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Performance of Communication Systems by Alexander Ost Pdf

Based on both theoretical investigations and industrial experience, this book provides an extensive approach to support the planning and optimization process for modern communication networks. The book contains a thorough survey and a detailed comparison of state-of-the-art numerical algorithms in the matrix-geometric field.

Performance Analysis of Multi-Channel and Multi-Traffic on Wireless Communication Networks

Wuyi Yue,Yutaka Matsumoto
Performance Analysis of Multi Channel and Multi Traffic on Wireless Communication Networks Book PDF

Author : Wuyi Yue,Yutaka Matsumoto
Publisher : Springer Science & Business Media
Page : 324 pages
File Size : 49,8 Mb
Release : 2007-05-08
Category : Computers
ISBN : 9780306473111

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Performance Analysis of Multi-Channel and Multi-Traffic on Wireless Communication Networks by Wuyi Yue,Yutaka Matsumoto Pdf

With the rapidly increasing penetration of laptop computers and mobile phones, which are primarily used by mobile users to access Internet s- vices like e-mail and World Wide Web (WWW) access, support of Internet services in a mobile environment is an emerging requirement. Wireless n- works have been used for communication among fully distributed users in a multimedia environment that has the needs to provide real-time bursty traffic (such as voice or video) and data traffic with excellent reliability and service quality. To satisfy the huge wireless multimedia service demand and improve the system performance, efficient channel access methods and analytical methods must be provided. In this way very accurate models, that faithfully reproduce the stochastic behavior of multimedia wireless communication and computer networks, can be constructed. Most of these system models are discrete-time queueing systems. Queueing networks and Markov chains are commonly used for the p- formance and reliability evaluation of computer, communication, and m- ufacturing systems. Although there are quite a few books on the individual topics of queueing networks and Markov chains, we have found none that covers the topics of discrete-time and continuous-time multichannel mul- traffic queueing networks. On the other hand, the design and development of multichannel mul- hop network systems and interconnected network systems or integrated n- works of multimedia traffic require not only such average performance m- sures as the throughput or packet delay but also higher moments of traffic departures and transmission delay.