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研究生: 詹沅翰
Zhan, Yuan-Han
論文名稱: 適用於5G行動通訊系統之數位預失真演算法
Digital Predistortion Algorithm for 5G Mobile Communication Systems
指導教授: 賴癸江
Lai, Kuei-Chiang
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: 2020
畢業學年度: 108
語文別: 中文
論文頁數: 50
中文關鍵詞: 功率放大器頻譜增生數位預失真器峰值削減因數方法間接學習架構查詢表
外文關鍵詞: power amplifier, spectral regrowth, digital predistortion, crest factor reduction, Indirect learning architecture, look-up table
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  • 功率放大器為通訊傳送端不可缺少的元件,然而功率放大器的非線性效應,會造成頻譜增生(spectral regrowth),導致其他頻帶的訊號受到干擾,因此本論文透過數位預失真演算法,補償功率放大器之非線性效應。預失真演算法可以分為直接學習架構與間接學習架構,本論文根據文獻中的間接學習架構,來發展預失真演算法。然而文獻中並沒有對架構中的演算法參數設定有太多著墨,因此我們發展了一套簡易設定參數的流程,使得輸出功率可以達到預設目標的值。實測結果顯示此方法對寬頻或窄頻的訊號,都能有效補償功率放大器之非線性效應。
    傳送訊號頻寬愈大,代表基頻操作的取樣頻率愈高,訊號處理的運算複雜度變隨之增加。因此本論文提出兩個方法來降低運算複雜度。第一個方法是將峰值因數削減方塊的位置由預失真器之前(較高取樣頻率),轉移至較低操作頻率之調變器之後,以降低峰值因數削減方塊之操作頻率,再透過內插後輸入預失真器方塊。另外一個方法則是查表法,現有文獻中的方法仍然需要複數乘法器,本論文提出一個不需任何乘法器的方法,只是所需記憶體較大。實測結果顯示採用此二種方法之數位預失真器皆能有效線性化功率放大器之非線性現象。

    Summary
    The power amplifier (PA) is an essential element in the mobile communication systems. However, nonlinear characteristics of the PA results in spectral regrowth, which causes interference to other users in the adjacent frequency bands. In the thesis, we develop the digital predistortion (DPD) algorithm to compensate for the PA nonlinearity. DPD algorithms can be classified into the direct learning architecture (DLA) and indirect learning architecture (ILA). In the thesis, we study the ILA-based DPD algorithm. We first develop a simple procedure to set appropriate values for the algorithm parameters of the ILA such that the PA output power can reach the given targeted value. Experimental results on the narrowband and wideband orthogonal frequency division multiplexing (OFDM) signals show that, with the developed procedure, the DPD algorithm effectively compensates for the PA nonlinearity while reaching the specified PA output power.
    Transmitted signals with a lager bandwidth imply a higher sampling frequency in baseband, which in turn implies a higher computational complexity. In the thesis, we propose two methods to reduce the computational complexity of the DPD algorithm. The first one is to lower the operating sampling frequency of the crest factor reduction (CFR) block by moving it from the DPD input (which operates at a higher sampling rate) to the output of the baseband modulator (which operates at a lower sampling rate). The output of the CFR block is then up-sampled and interpolated to a higher sampling rate before entering the DPD. The second method is to use the look-up table (LUT) to efficiently generate the DPD output. The LUT approach in the literature still needs real-valued and complex-valued multiplications. In the thesis, we propose a new LUT method that does not need any multiplications. However, the tradeoff is that the required table size is much larger. Experimental results on 5G OFDM signals demonstrate that, using these two methods, the DPD algorithm can effectively linearize the PA nonlinearity.

    Keyword: power amplifier, spectral regrowth, digital predistortion, crest factor reduction, indirect learning architecture, look-up table.

    目錄 摘要 II Extended Abstract III 誌謝 VII 目錄 VIII 圖目錄 X 表目錄 XII 第一章 導論 1 1.1 研究動機與目的 1 1.2 論文章節提要 2 第二章 研究背景 3 2.1 功率放大器 3 2.1.1 PA的非線性特性 3 2.1.2 功率放大器之非線性特性 4 2.2 數位預失真器 6 2.2.1 線性化技術 6 2.2.2 數位預失真器原理 7 2.3 峰值因數削減方法 (Crest factor reduction, CFR) 8 2.3.1 削減與濾波 (Clipping and filtering) [11] 9 2.4 非線性系統模型 10 2.4.1 Volterra series模型 [15] 10 2.4.2 廣義記憶多項式 模型 [15] 11 2.4.3 記憶多項式模型 (Memory Polynomial Model) [15] 11 第三章 間接學習架構應用於窄頻低頻帶之訊號 12 3.1 數位預失真器之間接學習結構 12 3.2提出設定G之步驟 14 3.3實驗參數與架構 16 3.3.1系統參數 17 3.3.2實驗架構 17 3.4 量測結果 21 3.4.1 實測結果分析 22 3.4.2訊號分析儀量測結果之螢幕截圖 25 第四章 提出降低運算複雜度之方法 28 4.1 動機 28 4.2 降低運算複雜度 28 4.2.1 降低峰值削減方法的操作頻率 29 4.2.2 用查表法取代記憶多項式的運算 31 4.2.3 二維查表法 34 4.3 實驗架構 38 4.4 量測結果 41 4.4.1 實測結果分析 42 4.4.2 訊號分析儀量測結果之螢幕截圖 46 第五章 結論與未來研究方向 48 參考文獻 49

    [1] L. Ding, G. Tong Zhou, D. T. Morgan, Z. Ma, J. S. Kenney, J. Kim, C. R. Giardina, "A robust digital baseband predistorter constructed using memory polynomials. " IEEE Transactions on Communications, 52(1):159–165, 2004.
    [2] LUT-based Digital Predistorter Implementation for FPGAs using LTE signals with 60 MHz Bandwidth, IET Science, Measurement and Technology, 2012.
    [3] S. Benedetto and E. Biglieri, Principles of Digital Transmission With Wireless Applications. New York: Kluwer Academic/Plenum, 1999.
    [4] D.R. Morgan, Z Ma, J Kim, M.G. Zierdt, J. Pastalan, "A Generalized Memory Polynomial Model for Digital Predistortion of RF Power Amplifiers." IEEE Transactions on Signal Processing, 54(10):3852–3860, Oct 2006.
    [5] S. H. Han and J. H. Lee, “An overview of peak-to-average power ratio reduction techniques for multicarrier transmission,” IEEE Wireless Comm., vol. 12, no. 2, pp. 56–65, April 2005.
    [6] “Behavioral Modeling and Linearization of RF Power Amplifiers,” John Wood, Artech House, 2014.
    [7] “Behavioral Modeling and Predistortion of Wideband Wireless Transmitters”, Fadhel M. Ghannouchi, Oualid Hammi, Mohamed Helaoui, 2015
    [8] S. Pipilos, Y. Papananos, N. Naskas, M. Zervakis, J. Jongsma, T. Gschier, N. Wilson, J. Gibbins, B. Carter, G. Dann, "A transmitter IC for TETRA systems based on a Cartesian feedback loop linearization technique", IEEE J. Solid-State Circuits, vol. 40, no. 3, pp. 707-718, 2005.
    [9] A. Gokceoglu, A. Ghadam, M. Valkama, "Steady-state performance analysis and step-size selection for LMS-adaptive wideband feedforward power amplifier linearizer", IEEE Trans. Signal Processing, vol. 60, no. 1, pp. 82-99, 2012.
    [10] J. Kim and K. Konstdntinou, "Digital predistortion of wideband signals based on power amplifier model with memory." Electronics Letters, 37(23):1417–1418, 2001.
    [11] S. H. Han and J. H. Lee, “An overview of peak-to-average power ratio reduction techniques for multicarrier transmission,” IEEE Wireless Comm., vol. 12, no. 2, pp. 56–65, April 2005.
    [12] N. Srirattana, A. Raghavan, D. Heo, P. E. Allen, and J. Laskar, “Analysis and design of a high-efficiency multistage Doherty power amplifier for wireless communications,” IEEE Transactions on Microwave Theory and Techniques, 53(3):852–860, March 2005.
    [13] K. Moon, Y. Cho, J. Kim, S. Jin, B. Park, D. Kim, and B. Kim, “Investigation of Intermodulation Distortion of Envelope Tracking Power Amplifier for Linearity Improvement,” IEEE Transactions on Microwave Theory and Techniques, PP(99):1–10, 2015.
    [14] “Digital Front-End in Wireless Communications and Broadcasting: Circuits and Signal Processing,” Fa-Long Luo, Ed., Cambridge University Press, 2011.
    [15] Xiaowen Feng, “Efficient baseband digital predistortion techniques for linearizing power amplifier by taking into account nonlinear memory effect”

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