Large Scale Networks
Modeling and Simulation
1st Edition
Published on 30. September 2020
Book
Paperback/Softback
286 pages
978-0-367-65589-1 (ISBN)
Description
This book offers a rigorous analysis of the achievements in the field of traffic control in large networks, oriented on two main aspects: the self-similarity in traffic behaviour and the scale-free characteristic of a complex network. Additionally, the authors propose a new insight in understanding the inner nature of things, and the cause-and-effect based on the identification of relationships and behaviours within a model, which is based on the study of the influence of the topological characteristics of a network upon the traffic behaviour. The effects of this influence are then discussed in order to find new solutions for traffic monitoring and diagnosis and also for traffic anomalies prediction.
Although these concepts are illustrated using highly accurate, highly aggregated packet traces collected on backbone Internet links, the results of the analysis can be applied for any complex network whose traffic processes exhibit asymptotic self-similarity, perceived as an adaptability of traffic in networks. However, the problem with self-similar models is that they are computationally complex. Their fitting procedure is very time-consuming, while their parameters cannot be estimated based on the on-line measurements. In this aim, the main objective of this book is to discuss the problem of traffic prediction in the presence of self-similarity and particularly to offer a possibility to forecast future traffic variations and to predict network performance as precisely as possible, based on the measured traffic history.
Although these concepts are illustrated using highly accurate, highly aggregated packet traces collected on backbone Internet links, the results of the analysis can be applied for any complex network whose traffic processes exhibit asymptotic self-similarity, perceived as an adaptability of traffic in networks. However, the problem with self-similar models is that they are computationally complex. Their fitting procedure is very time-consuming, while their parameters cannot be estimated based on the on-line measurements. In this aim, the main objective of this book is to discuss the problem of traffic prediction in the presence of self-similarity and particularly to offer a possibility to forecast future traffic variations and to predict network performance as precisely as possible, based on the measured traffic history.
More details
Language
English
Place of publication
London
United Kingdom
Publishing group
Taylor & Francis Ltd
Target group
College/higher education
Dimensions
Height: 234 mm
Width: 156 mm
Thickness: 16 mm
Weight
465 gr
ISBN-13
978-0-367-65589-1 (9780367655891)
Copyright in bibliographic data and cover images is held by Nielsen Book Services Limited or by the publishers or by their respective licensors: all rights reserved.
Schweitzer Classification
Other editions
Additional editions
Book
10/2016
1st Edition
CRC Press
€260.22
Article not available at the moment
E-Book
10/2016
CRC Press
€101.99
Available for download
E-Book
10/2016
CRC Press
€101.99
Available for download
Persons
Radu Dobrescu was born in 1946. He received his Dipl.Eng. degree in Automatic Control from the Faculty of Control and Computers of the Polytechnical Institute of Bucharest in 1968. In 1976, he received his Ph.D. degree in Automatic Control of Electrical Processes from the Polytechnical Institute of Bucharest, Romania. Currently, Dr. Dobrescu is a Professor in the Department of Automation and Industrial Informatics of the Faculty of Automatic Control and Computers, POLITEHNICA University of Bucharest. Since 1992, he has been a Ph.D. adviser in the field of Systems Engineering for more than 50 Ph.D. students.
His scientific work falls under three main domains: Data acquisition, processing, and transmission; Networked control systems; Modeling of complex systems. Prof. Dobrescu has published more than 30 books and university courses, approximately 80 scientific papers in journals, and over 120 papers in volumes of international conferences. He has been the project manager for around 30 research projects. Additionally, he was the Organizer as General Chairman of seven biennial International Symposiums on Interdisciplinary Approaches in Fractal Analysis (IAFA 2003-2015). Prof. Dobrescu has been an IEEE Member since 1991 and an IEEE Senior Member since 2005, and he served as the chair of the IEEE Romania Section from 2010-2014. His monograph, "Complexity and Information," was published by the Romanian Academy Publishing House in 2010 and has since obtained the "Grigore Moisil" Academy Prize.
Florin Ionescu was born in 1945. He received his Dipl.-Eng. Degree in 1968, and his Dr. Eng in the field of Machine Tools, inclusively Cutting and Cutting Tools, Hydraulic Drives and Automation at "Politehnica" University Bucharest, Romania (RO) in 1981. He subsequently worked at "Politehnica" University Bucharest, Romania (RO) first as an Assistant then as a Professor (1969-1987). From 1987-1989, he was a Research Fellow (RF) of Alexander von Humboldt Foundation (AvH) at RWTH-Aachen, D. Later, he was a RF and guest Professor at Technical University Darmstadt, D (1989-1991) and was habilitated in 1991. During the years of 1991-2010, he taught as a Professor at University of Applied Sciences, Konstanz (UAS-KN), D. Simultaneously, he was the Director of Mechatronics Department at UAS-KN (1994-2011). Prof. Ionescu has been the Director of Steinbeis Transfer Centre Maschinendynamik, Hydraulic and Pneumatik, KN, Steinbeis-Foundation (STW) since 1992. Currently, Prof. Ionescu is a Professor for Interface Simulations and Director of Steinbeis Transfer Institute Dynamic Systems, KN, Steinbeis University Berlin (SHB).
His research topics include: Modeling and Simulation, Object Oriented Modeling, and Simulation. He is also interested in the Modeling of Small Models towards Large Scale Models; Models of any Machine; Robot; Sensor; Driving and Control System; Human Operator; Logistic Device/Installations of large/extra-large systems. Prof. Ionescu was awarded several Doctor Honoris Causa and Honorary Professorship Titles by several European Universities. He is the (co)editor and (co)author of approximately 40 (multi-chapter) books, lecture scripts; over 500 papers, research reports, and/or articles issued in Journals. Prof. Ionescu presented at International Conferences: IFAC, WCNA, IEEE, IMEKO, IASTED, ISMA, KES, ASME, SICPF, ICIAM, ICMAs, 5th ICMEN, etc., where he was active as IPC-Member, President of Sections, Speaker. From 2001-2005, he was Vice-President and Editor-in-Chief of ARA Journal. of American-Romanian Academy of Arts and Sciences (USA/CND). Prof. Ionescu is Member of some International Professional Associations, Technical Committees, Editorial Boards and Reviewer for International Conferences, Journals and Edition Houses, Auditor and Evaluator for RDI Projects.
His scientific work falls under three main domains: Data acquisition, processing, and transmission; Networked control systems; Modeling of complex systems. Prof. Dobrescu has published more than 30 books and university courses, approximately 80 scientific papers in journals, and over 120 papers in volumes of international conferences. He has been the project manager for around 30 research projects. Additionally, he was the Organizer as General Chairman of seven biennial International Symposiums on Interdisciplinary Approaches in Fractal Analysis (IAFA 2003-2015). Prof. Dobrescu has been an IEEE Member since 1991 and an IEEE Senior Member since 2005, and he served as the chair of the IEEE Romania Section from 2010-2014. His monograph, "Complexity and Information," was published by the Romanian Academy Publishing House in 2010 and has since obtained the "Grigore Moisil" Academy Prize.
Florin Ionescu was born in 1945. He received his Dipl.-Eng. Degree in 1968, and his Dr. Eng in the field of Machine Tools, inclusively Cutting and Cutting Tools, Hydraulic Drives and Automation at "Politehnica" University Bucharest, Romania (RO) in 1981. He subsequently worked at "Politehnica" University Bucharest, Romania (RO) first as an Assistant then as a Professor (1969-1987). From 1987-1989, he was a Research Fellow (RF) of Alexander von Humboldt Foundation (AvH) at RWTH-Aachen, D. Later, he was a RF and guest Professor at Technical University Darmstadt, D (1989-1991) and was habilitated in 1991. During the years of 1991-2010, he taught as a Professor at University of Applied Sciences, Konstanz (UAS-KN), D. Simultaneously, he was the Director of Mechatronics Department at UAS-KN (1994-2011). Prof. Ionescu has been the Director of Steinbeis Transfer Centre Maschinendynamik, Hydraulic and Pneumatik, KN, Steinbeis-Foundation (STW) since 1992. Currently, Prof. Ionescu is a Professor for Interface Simulations and Director of Steinbeis Transfer Institute Dynamic Systems, KN, Steinbeis University Berlin (SHB).
His research topics include: Modeling and Simulation, Object Oriented Modeling, and Simulation. He is also interested in the Modeling of Small Models towards Large Scale Models; Models of any Machine; Robot; Sensor; Driving and Control System; Human Operator; Logistic Device/Installations of large/extra-large systems. Prof. Ionescu was awarded several Doctor Honoris Causa and Honorary Professorship Titles by several European Universities. He is the (co)editor and (co)author of approximately 40 (multi-chapter) books, lecture scripts; over 500 papers, research reports, and/or articles issued in Journals. Prof. Ionescu presented at International Conferences: IFAC, WCNA, IEEE, IMEKO, IASTED, ISMA, KES, ASME, SICPF, ICIAM, ICMAs, 5th ICMEN, etc., where he was active as IPC-Member, President of Sections, Speaker. From 2001-2005, he was Vice-President and Editor-in-Chief of ARA Journal. of American-Romanian Academy of Arts and Sciences (USA/CND). Prof. Ionescu is Member of some International Professional Associations, Technical Committees, Editorial Boards and Reviewer for International Conferences, Journals and Edition Houses, Auditor and Evaluator for RDI Projects.
Content
State of the art and Trends in Informatic Network Modelling. Flow Traffic Models. Self Similarity in Traffic. Topological Models for Complex Networks. Topology and Traffic Simulations in Complex Networks. Case Studies.