Neural Networks in Telecommunications / Edition 1

Neural Networks in Telecommunications / Edition 1

by Ben Yuhas
     
 

ISBN-10: 0792394178

ISBN-13: 9780792394174

Pub. Date: 10/30/2007

Publisher: Springer US

Neural Networks in Telecommunications consists of a carefully edited collection of chapters that provides an overview of a wide range of telecommunications tasks being addressed with neural networks. These tasks range from the design and control of the underlying transport network to the filtering, interpretation and manipulation of the transported media. The

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Overview

Neural Networks in Telecommunications consists of a carefully edited collection of chapters that provides an overview of a wide range of telecommunications tasks being addressed with neural networks. These tasks range from the design and control of the underlying transport network to the filtering, interpretation and manipulation of the transported media. The chapters focus on specific applications, describe specific solutions and demonstrate the benefits that neural networks can provide. By doing this, the authors demonstrate that neural networks should be another tool in the telecommunications engineer's toolbox.
Neural networks offer the computational power of nonlinear techniques, while providing a natural path to efficient massively-parallel hardware implementations. In addition, the ability of neural networks to learn allows them to be used on problems where straightforward heuristic or rule-based solutions do not exist. Together these capabilities mean that neural networks offer unique solutions to problems in telecommunications.
For engineers and managers in telecommunications, Neural Networks in Telecommunications provides a single point of access to the work being done by leading researchers in this field, and furnishes an in-depth description of neural network applications.

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Product Details

ISBN-13:
9780792394174
Publisher:
Springer US
Publication date:
10/30/2007
Edition description:
1994
Pages:
384
Product dimensions:
6.10(w) x 9.25(h) x 0.03(d)

Table of Contents

1Introduction1
2Neural Networks for Switching11
3Routing in Random Multistage Interconnection Networks37
4ATM Traffic Control Using Neural Networks63
5Learning from Rare Events : Dynamic Cell Scheduling for ATM Networks91
6A Neural Model for Adaptive Congestion Control in ATM Networks109
7Structure and Performance of Neural Nets in Broadband System Admission Control127
8Neural Network Channel Equalization143
9Neural Networks as Excisers for Spread Spectrum Communication Systems173
10Static and Dynamic Channel Assignment Using Simulated Annealing191
11Cellular Mobile Communication Design Using Self-Organizing Feature Maps211
12Automatic Language Identification using Telephone Speech233
13Text-Independent Talker Verification Using Cohort Normalized Scores255
14Neural Network Applications in Character Recognition and Document Analysis271
15Image Vector Quantization by Neural Networks287
16Managing the INFOGLUT: Information Filtering Using Neural Networks305
17Empirical Comparisons of Neural Networks and Statistical Methods for Classification and Regression325
18A Neurocomputing Approach to Optimizing the Performance of a Satellite Communication Network349
Index367

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