Neuro-Fuzzy Equalizers for Mobile Cellular Channels
Autor K. C. Raveendranathanen Limba Engleză Paperback – 6 apr 2017
Neuro-Fuzzy Equalizers for Mobile Cellular Channels starts with a brief introduction to channel equalizers, and the nature of mobile cellular channels with regard to the frequency reuse and the resulting CCI. It considers the many channel models available for mobile cellular channels, establishes the mobile indoor channel as a Rayleigh fading channel, presents the channel equalization problem, and focuses on various equalizers for mobile cellular channels. The book discusses conventional equalizers like LE and DFE using a simple LMS algorithm and transversal equalizers. It also covers channel equalization with neural networks and fuzzy logic, and classifies various equalizers.
This being a fairly new branch of study, the book considers in detail the concept of fuzzy logic controllers in noise cancellation problems and provides the fundamental concepts of neuro-fuzzy. The final chapter offers a recap and explores venues for further research. This book also establishes a common mathematical framework of the equalizers using the RBF model and develops a mathematical model for ultra-wide band (UWB) channels using the channel co-variance matrix (CCM).
- Introduces the novel concept of the application of adaptive-network-based fuzzy inference system (ANFIS) in the design of wireless channel equalizers
- Provides model ultra-wide band (UWB) channels using channel co-variance matrix
- Offers a formulation of a unified radial basis function (RBF) framework for ANFIS-based and fuzzy adaptive filter (FAF) Type II, as well as compensatory neuro-fuzzy equalizers
- Includes extensive use of MATLAB® as the simulation tool in all the above cases
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Specificații
ISBN-13: 9781138076600
ISBN-10: 1138076600
Pagini: 236
Ilustrații: 77
Dimensiuni: 156 x 234 mm
Greutate: 0.45 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
ISBN-10: 1138076600
Pagini: 236
Ilustrații: 77
Dimensiuni: 156 x 234 mm
Greutate: 0.45 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
Cuprins
Introduction. Overview of Mobile Channels and Equalizers: Neuro-Fuzzy Equalizers for Cellular Channels. The ANFIS-Based Channel Equalizer. A Radial Basis Function Framework. A Modular Approach to Channel Equalization. OFDM and Spatial Diversity. Conclusion.
Descriere
This book introduces the concepts of channel equalizers for cellular channels. Modeling and simulation of wireless channels form part of the discussion. The book begins with a brief introduction to mobile wireless channels and their equalization. It then gives a detailed discussion on contemporary equalization schemes, with reference to the vast literature in this area. The author carefully brings in the concept of neuro-fuzzy channel equalization and discusses various types.