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研究生: 鄭安廷
Cheng, An-Ting
論文名稱: 基於差分度量應用於單載波區塊傳輸系統之有效偵測器
Efficient Detection for the Single-Carrier Block Transmission System Based on Differential Metrics
指導教授: 張名先
Chang, Ming-Xian
學位類別: 碩士
Master
系所名稱: 電機資訊學院 - 電腦與通信工程研究所
Institute of Computer & Communication Engineering
論文出版年: 2018
畢業學年度: 106
語文別: 英文
論文頁數: 63
中文關鍵詞: 頻域等化之單載波系統最小均方誤差等化最大概似解連續干擾消除
外文關鍵詞: SC-FDE, MMSE Equalization, ML Detection, MMSE-OSIC
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  • 近年來,正交分頻多工系統逐漸成為現代通訊系統的主流技術,但它存在著一個最大的問題就是高峰均值比,而頻域等化之單載波區塊傳輸系統完美的克服了這個問題並成為長期演進技術中的實體層上行傳輸技術,然而使用一般的線性最小均方誤差等化器並不能獲得最佳概似解,使用最大似然偵測法雖然能得到最佳解但又會因為過高的複雜度而難以硬體實現。
    在本論文中,我們在考量複雜度的情況下試著使用兩種方法來在頻域等化之單載波系統中獲得更低的位元錯誤率。首先,我們使用了基於最小均方誤差之最佳順序連續干擾消除演算法於系統中獲得了更好的系統效能,但其複雜度仍然偏高。其次,我們利用差分度量結合梯度搜尋建立一套有效的偵測演算法,但由於高階數的梯度搜尋仍然會帶來過高的複雜度,我們加入跳躍初始序列的機制,使用數次低複雜度的低階梯度搜尋取代了單次高階梯度搜尋,最後經過模擬的驗證比較後,我們在控制複雜度於可接受範圍內的情況下,提出一個單載波區塊傳輸系統之有效偵測器。

    In recent years, orthogonal frequency-division multiplexing (OFDM) systems have gradually become the mainstream technology of modern communication systems. However, it suffers the problem of high peak-to-average power ratio (PAPR). The single-carrier block transmission system with frequency-domain equalization (SC-FDE) can overcome this problem and has been adopted in the long-term evolution (LTE) as an uplink technology. Nevertheless, a general minimum mean square error equalizer (MMSE) cannot obtain the optimum solution. Although using the maximum likelihood (ML) detection can obtain the best solution, its complexity of search is too high to be implemented.
    In this thesis, we try to use two methods to improve the bit error rate performance in the SC-FDE system while maintaining the low complexity. First, we apply the optimum order successive interference cancellation based on minimum mean square error (MMSE-OSIC) to the SC-FDE systems. However, its complexity is still too high. Secondly, we introduce the differential metrics and gradient search, and use them in the SC-FDE system. However, the complexity of high-order gradient search is still too high. As a result, we added the scheme with jumping initial sequences, which uses multiple low-level gradient searches instead of a single high-level search. After comparing the simulation results, we finally propose an efficient detection algorithm for the SC-FDE systems with the acceptable complexity.

    中文摘要 I Abstract II 誌謝 III Content IV List of Figures VI List of Tables VIII Chapter 1 Introduction 1.1 Motivation 1 1.2 Organization of the Thesis 2 Chapter 2 Single-Carrier Block Transmission System with Frequency Domain Equalization 2.1 The Evolution of the SC-FDE System 3 2.1.1 Linear Pre-coded OFDM System 4 2.1.2 Guard Interval 6 2.1.2 SC-FDE System 7 2.2 Channel Model 8 2.2.1 Multipath Fading Channel 8 2.2.2 Rayleigh Fading Channel 11 2.2.3 Modification of Jakes’ Rayleigh Fading Model 12 2.3 Channel Estimation 14 2.3.1 Pilot Symbols 14 2.3.2 Least-Squares Fitting – Channel Impulse Response 15 2.4 General Frequency Domain Equalization and Detection 17 2.4.1 Zero-Forcing Equalization 17 2.4.2 Minimum Mean Square Error Equalization 18 2.4.3 Maximum Likelihood Detection 20 2.5 Multipath Diversity in SC-FDE System 22 Chapter 3 Successive Interference Cancellation Based on MMSE Criterion 3.1 Introduction to MMSE-SIC 25 3.2 The Optimum Order of MMSE-SIC 27 3.3 MMSE-OSIC in SC-FDE Systems 29 Chapter 4 Gradient Search Algorithm 4.1 Differential Metrics 32 4.2 Gradient Search Algorithm for SC-FDE System 37 4.2.1 Gradient Search Algorithm for ML Detection 37 4.2.2 Practical Application of GSA in SC-FDE System 38 4.3 Initial Sequence of the Differential Metrics 41 4.3.1 Performance Comparison of Different Initial Sequence 41 4.3.2 Complexity Analysis 46 4.4 Modified Gradient Search Algorithm 50 4.4.1 Jumping Initial Sequence Scheme 50 4.4.2 Way to Remove Redundant Calculations 52 4.5 Simulation Result 54 Chapter 5 Conclusion 61 Bibliography 62

    [1]D. Falconer, S.L Ariyavisitakul, A. Benyamin-Seeyar, and B. Eidson, “Frequency Domain Equalization for Single-Carrier Broadband Wireless Systems,” IEEE Commun. Mag., vol. 40, no. 4, pp. 58-66, Apr. 2002.
    [2]F. Pancaldi, G. M. Vitetta, R. Kalbasi, N. Al-Dhahir, M. Uysal, and H. Mheidat, “Single-Carrier Frequency Domain Equalization,” IEEE Signal Process. Mag., vol. 25, no. 5, pp. 37-56, Sept. 2008.
    [3]X. Huang, “Diversity performance of precoded OFDM with MMSE equalization,” ISCIT 2007, pp. 802-807, Oct. 2007.
    [4]M. Ghogho, V. P. Gil-Jimenez and A. Swami, “Multipath Diversity and Coding Gains of Cyclic-Prefixed Single Carrier Systems,” ICASSP., pp. 2837-2840, Apr 2009.
    [5]Y. Li and X. Huang, : “The Simulation of Independent Rayleigh Faders,” IEEE Trans. Commun., vol. 50, no. 9, pp. 1503-1514, Sept. 2002.
    [6]M.-X. Chang, “A new derivation of least-squares-fitting principle for OFDM channel estimation,” in IEEE Trans. Wireless Commun., vol. 5, pp. 726-731, Apr. 2006.
    [7]M.-X. Chang, “Characterization of Single-Carrier Block Transmission under the Precoded OFDM Architecture,” in ISWPC 2010, pp. 381-385, May. 2010.
    [8]J. Benesty, Y. Huang, and J. Chen, “A fast recursive algorithm for optimum sequential signal detection in a BLAST system,” IEEE Trans. Signal Process., vol. 51, pp. 1722-1731, Jul. 2003.
    [9]M.-X. Chang and W.-Y. Chang, “Efficient maximum likelihood detection for the MIMO system based on differential metrics,” in Proc. IEEE WCNC 2015, pp. 603-608, Mar. 2015.
    [10]M.-X. Chang and W.-Y. Chang, “Efficient detection for MIMO systems based on gradient search,” IEEE Trans. Veh. Technol., vol. 65, no, 12, pp. 10057-10063, Dec. 2016.
    [11]M.-X. Chang and W.-Y, Chang, “Maximum likelihood detection for MIMO systems based on differential metrics,” IEEE Trans. Signal Process., vol. 65, no. 14, pp. 3718-3732, Jul. 2017.
    [12]R. Hunger, “Floating Point Operations in Matrix-Vector Calculus,” Ph.D. dissertation, Munich Univ. Technol., Inst. Circuit Theory Signal Process., Munich, Germany, 2005.

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