Computational Intelligence in Telecommunications Networks

ISBN-13: 9780849310751 / Angielski / Twarda / 2000 / 528 str.

Witold Pedrycz

Opis

Competition, regulation, convergence and globalization have driven the recent explosion of changes to telecommunications. It is virtually impossible to imagine further development and management of networks with conventional computing techniques. This volume describes the answer - using the tools of computational intelligence (CI) to optimize all layers of telecommunications networks. It introduces neural networks, granular computing, and evolutionary computing, showing the reader how to exploit them. Exercises and problems follow every chapter to build on key conceptual and algorithmic points.

Spis treści

Computational Intelligence: A Development Environment for Telecommunications Networks, W. Pedrycz and A. Vasilakos
Neural Network Methods for Call Admission Control, R.G. Ogier, and N. Taft-Plotkin
CaC and Computational Intelligence, R.G. Cheng and C.J. Chang
Fuzzy Connection Admission Control for ATM Networks, K. Uehara and K. Hirota
Congestion Control, A. Pitsillides and A. Sekercioglu
Fuzzy Queue for ERICA ATM Switch Controller, Y. Klein and A. Kandel
Fuzzy Rate Regulation with Feedback on Controllers in ATM Networks, C. Douligeris and Y.C. Liu
Applicability of Reinforcement Learning Algorithms to Usage Parameter Control, A. Atlasis and A. Vasilakosl
Networking Algorithms and Computational Intelligence, S. Ghosh, Q. Raxouqi, P. Seshasayi, T.S. Lee, and S.S. Joo
QoS-Based Hierarchical Routing in ATM Networks Using Reinforcement Learning Algorithms: A Methodology, M. Saltouros, A. Atlasis, A. Vailakos, and W. Pedrycz
Network Routing with the Use of Evolutionary Methods, M. Munetomo
Design and Use of Neural Network Applications in Telecommunications, R.J. Frank, N. Davey, and S.P. Hunt
Elements of Computational Intelligence for Network Management, P. Venkataram
Intelligent Monitoring for Network Fault Management, C.S. Hood and C. Ji
A Hybrid Genetic Approach for Channel Reuse in Multiple Access Telecommunication Networks, I. Kassotakis, M. Markaki, and A. Vasilakos
Use of Computational Intelligence Techniques for Designing Optical Networks, I. Chlamtac, A. Fumagalli, and L. Valcarenghi
Dynamic Channel Assignment Schemes Using Neural Networks, D. Tissainayagam, M. Palaniswami, and D. Everitt
Mobile Profile Prediction Using Fuzzy Inference in Cellular Networks, X. Shen and J.W. Mark
Intelligent Agents in Telecommunications Networks, C. Tsatsoulis and L.K. Soh

O autorze

Witold Pedrycz, Athanasios Vasilakos