Neuro-Fuzzy Equalizers for Mobile Cellular Channels (Hardcover)
暫譯: 行動蜂窩通道的神經模糊均衡器 (精裝版)

Raveendranathan, K. C.

  • 出版商: CRC
  • 出版日期: 2013-08-13
  • 售價: $1,600
  • 貴賓價: 9.5$1,520
  • 語言: 英文
  • 頁數: 236
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1466581522
  • ISBN-13: 9781466581524
  • 下單後立即進貨 (約5~7天)

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商品描述

Equalizers are present in all forms of communication systems. Neuro-Fuzzy Equalizers for Mobile Cellular Channels details the modeling of a mobile broadband communication channel and designing of a neuro-fuzzy adaptive equalizer for it. This book focuses on the concept of the simulation of wireless channel equalizers using the adaptive-network-based fuzzy inference system (ANFIS). The book highlights a study of currently existing equalizers for wireless channels. It discusses several techniques for channel equalization, including the type-2 fuzzy adaptive filter (type-2 FAF), compensatory neuro-fuzzy filter (CNFF), and radial basis function (RBF) neural network.

 

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(R) as the simulation tool in all the above cases

商品描述(中文翻譯)

平衡器在所有形式的通信系統中都存在。《行動蜂巢通道的神經模糊平衡器》詳細介紹了行動寬頻通信通道的建模以及為其設計的神經模糊自適應平衡器。本書專注於使用基於自適應網絡的模糊推理系統(ANFIS)模擬無線通道平衡器的概念。書中強調了目前存在的無線通道平衡器的研究,並討論了幾種通道平衡技術,包括類型二模糊自適應濾波器(type-2 FAF)、補償神經模糊濾波器(CNFF)和徑向基函數(RBF)神經網絡。

行動蜂巢通道的神經模糊平衡器》首先簡要介紹了通道平衡器,以及行動蜂巢通道在頻率重用和由此產生的同頻干擾(CCI)方面的特性。它考慮了多種可用的行動蜂巢通道模型,將行動室內通道確立為瑞利衰落通道,提出了通道平衡問題,並專注於各種行動蜂巢通道的平衡器。書中討論了使用簡單的LMS算法和橫向平衡器的傳統平衡器,如LE和DFE。它還涵蓋了使用神經網絡和模糊邏輯的通道平衡,並對各種平衡器進行分類。

由於這是一個相對較新的研究領域,本書詳細考慮了模糊邏輯控制器在噪聲消除問題中的概念,並提供了神經模糊的基本概念。最後一章提供了回顧並探討了進一步研究的方向。本書還使用RBF模型建立了平衡器的共同數學框架,並利用通道協方差矩陣(CCM)為超寬頻(UWB)通道開發數學模型。

- 介紹了基於自適應網絡的模糊推理系統(ANFIS)在無線通道平衡器設計中的新應用概念。

- 提供了使用通道協方差矩陣的超寬頻(UWB)通道模型。

- 提供了統一的徑向基函數(RBF)框架的公式,適用於基於ANFIS的模糊自適應濾波器(FAF)類型二,以及補償神經模糊平衡器。

- 包含在上述所有情況中廣泛使用MATLAB(R)作為模擬工具。

作者簡介

K.C. Raveendranathan holds a bachelor's degree in electronics and communication engineering, masters in electrical communication engineering, and Ph.D. in computer science and engineering. He worked in BEL Bangalore prior to joining College of Engineering Trivandrum, as a faculty. Now he is working as principal and professor in LBS Institute of Technology for Women Poojappura, Trivandrum, Kerala, India. Raveendranathan has over 25 years of teaching experience in various reputed government engineering colleges in Kerala. He has published over 12 papers in national/international conferences and journals and guided over a dozen UG and PG theses. He has also authored three textbooks. He is a life member of ISTE, Life Fellow of IETE, Life Fellow and Chartered Engineer of IE (India), and a senior member of IEEE.

作者簡介(中文翻譯)

K.C. Raveendranathan 擁有電子與通信工程學士學位、電氣通信工程碩士學位以及計算機科學與工程博士學位。在加入特里凡得琅工程學院之前,他曾在班加羅爾的 BEL 工作,擔任教職。目前,他在印度喀拉拉邦特里凡得琅的 LBS 女性技術學院擔任院長及教授。Raveendranathan 在喀拉拉邦的多所知名政府工程學院擁有超過 25 年的教學經驗。他在國內外會議和期刊上發表了超過 12 篇論文,並指導了十多篇本科及研究生論文。他還著有三本教科書。他是 ISTE 的終身會員、IETE 的終身研究員、IE(印度)的終身研究員及特許工程師,以及 IEEE 的高級會員。