CRC Press Large Scale Networks: Modeling and Simulation

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. About the Author 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, Hydr