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研究生: 陳彥齊
論文名稱: 在雙重衰褪通道下基於EM之通道及都卜勒擴展聯合估計法
EM-Based Algorithm for Joint Channel and Doppler Spread Estimation over Doubly-Selective Fading Channels
指導教授: 蔡育仁
口試委員: 吳仁銘
洪樂文
學位類別: 碩士
Master
系所名稱: 電機資訊學院 - 通訊工程研究所
Communications Engineering
論文出版年: 2013
畢業學年度: 101
語文別: 英文
論文頁數: 32
中文關鍵詞: 通道估測雙重衰褪EM演算法
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  • 在做無線通道的估測時,有兩個重要的議題需要被解決:通道的時變性以及多重路徑衰褪,在此研究中我們討論的環境是這兩個議題同時存在,這種環境也稱之為雙重衰褪的通道,此時通道的估計會變得相當複雜。在時變性的環境中,通道的估測需仰賴時域的通道相關性,而欲得知通道相關性則需要該環境的都卜勒擴展,這一般來說就已經是相當不容易的。另一方面,又必須考慮到多重路徑對通道模型的影響,會使得通道的估計複雜度變得相當的高。
    在此研究中,我們將一個雙重衰褪的通道利用泰勒展開式分解,並提出了一個都卜勒擴展以及通道的聯合估計法。我們使用EM演算法迭代地算出通道以及都卜勒擴展,並且因為EM演算法的特性,可以降低同時做都卜勒擴展以及通道估測的難度。根據模擬的結果可以看出,此方法在通道的估測以及都卜勒擴展的估測都相當準確。


    誌謝 i 中文摘要 ii ABSTRACT iii CONTENTS iv LIST OF FIGURES v Chapter 1 Introduction 1 Chapter 2 System Model 4 Chapter 3 Channel Model 5 3.1 Rayleigh Fading Channel 5 3.2 Taylor-Expansion Channel Model 7 Chapter 4 EM-Based Joint Channel and Doppler Spread Estimation 12 4.1 EM Algorithm 12 4.2 E-Step: The Channel Estimation Step 15 4.3 M-Step: The Doppler Spread Estimation Step 18 Chapter 5 Simulation Results 19 Chapter 6 Conclusion 26 APPENDIX 27 REFERENCES 30

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