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完整後設資料紀錄
DC 欄位 | 值 | 語言 |
---|---|---|
dc.contributor.advisor | 陳昭宏 | zh_TW |
dc.contributor.advisor | Jau-Horng Chen | en |
dc.contributor.author | 張力權 | zh_TW |
dc.contributor.author | Li-Chiuan Chang | en |
dc.date.accessioned | 2023-12-12T16:23:30Z | - |
dc.date.available | 2023-12-13 | - |
dc.date.copyright | 2023-12-12 | - |
dc.date.issued | 2023 | - |
dc.date.submitted | 2023-10-13 | - |
dc.identifier.citation | [1] D. Jing, W. Chan, and C. Li, “Spectral regrowth of digital signal through an amplifier using a new linearity method,” in Proceedings of 1997 Asia-Pacific Microwave Conference, pp. 525–528 vol.2, 1997.
[2] S. Bhat and A. Chockalingam, “Compensation of power amplifier nonlinear distortion in spatial modulation systems,” in 2016 IEEE 17th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), pp. 1–6, 2016. [3] S. P. Yadav and S. C. Bera, “Nonlinearity effect of power amplifiers in wireless communication systems,” in 2014 International Conference on Electronics, Communication and Computational Engineering (ICECCE), pp. 12–17, 2014. [4] K. Muhonen, M. Kavehrad, and R. Krishnamoorthy, “Look-up table techniques for adaptive digital predistortion: a development and comparison,” IEEE Transactions on Vehicular Technology, vol. 49, no. 5, pp. 1995–2002, 2000. [5] O. Nandi, ““ behavioral modeling of power amplifier with memory effect and linearization using digital pre distortion”,” Master’s thesis, University of Gavle, Sept. 21 2016. [6] J. L. Mato, M. Pereira, J. J. Rodriguez-Andina, J. Farina, E. Soto, and R. Perez, “Reduction of intermodulation effects in power amplifiers through segmented predistor-tion,” in 2007 IEEE International Symposium on Industrial Electronics, pp. 1779– 1784, 2007. [7] R. Singla and S. Sharma, ““ digital predistortion of power amplifiers using lookup table method with memory effects for lte wireless systems”,” in 2012 EURASIP Journal on Wireless Communications and Networking, pp. 1–8, 2009. [8] M.Schetzen,“ The Volterra and Wiener Theories of Nonlinear Systems”. New York: Wiley, 1980. [9] R. N. Braithwaite, “Digital predistortion of an rf power amplifier using a reduced volterra series model with a memory polynomial estimator,” IEEE Transactions on Microwave Theory and Techniques, vol. 65, no. 10, pp. 3613–3623, 2017. [10] M. Isaksson and D. Ronnow, “A kautz-volterra behavioral model for rf power amplifiers,” in 2006 IEEE MTT-S International Microwave Symposium Digest, pp. 485– 488, 2006. [11] N. Messaoudi, M.-C. Fares, S. Boumaiza, and J. Wood, “Complexity reduced oddorder memory polynomial pre-distorter for 400-watt multi-carrier doherty amplifier linearization,” in 2008 IEEE MTT-S International Microwave Symposium Digest, pp. 419–422, 2008. [12] A. Zhu, P. J. Draxler, J. J. Yan, T. J. Brazil, D. F. Kimball, and P. M. Asbeck, “Openloop digital predistorter for rf power amplifiers using dynamic deviation reductionbased volterra series,” IEEE Transactions on Microwave Theory and Techniques, vol. 56, no. 7, pp. 1524–1534, 2008. [13] S. Golara, ““ identifying mechanisms of am-pm distortion in large signal amplifiers”,” Master’s thesis, University of California, 2015. [14] J.-H. Chen, C.-W. Chang, and H.-S. Yang, “Linearity enhanced wide-bandwidth pulse-modulated polar transmitters for lte femtocell applications,” IEEE Transactions on Microwave Theory and Techniques, vol. 64, no. 1, pp. 219–225, 2016. [15] K.-F. Liang, J.-H. Chen, and Y.-J. E. Chen, “A quadratic-interpolated lut-based digital predistortion technique for cellular power amplifiers,” IEEE Transactions on Circuits and Systems II: Express Briefs, vol. 61, no. 3, pp. 133–137, 2014. | - |
dc.identifier.uri | http://tdr.lib.ntu.edu.tw/jspui/handle/123456789/91247 | - |
dc.description.abstract | 在現代通訊系統中,功率放大器( Power Amplifier, PA)作為一個核心元件,扮演著放大輸入信號以達成必要傳輸功率的重要角色。然而,由於物理限制及設計挑戰,功率放大器常常表現出非線性特性,進而導致訊號失真,並損害系統性能。為了克服這個問題,數位預失真( Digital Predistortion, DPD)技術在功率放大器的線性化策略中被廣泛運用。數位預失真技術主要可以劃分為記憶性數位預失真與非記憶性數位預失真兩類。記憶性數位預失真在模型準確度上優於非記憶性數位預失真,但是其需要大量的計算資源來實現。因此,對於那些資源有限或注重計算效率的應用場景,非記憶性數位預失真提供了一個有效的解決方案。基於查找表( Look-Up Table, LUT)的非記憶性數位預失真,是當中一種主流的方法,能克服功率放大器的非線性特性,且相比於記憶性方法,可以明顯地減少計算資源的需求。
從過去的研究中發現在查表後再添加一個濾波器能更接近具有記憶性的結果。然而,由於信號是透過過取樣( Oversampling)基頻符號 (symbol) 生成的,因此若在查表後才加入濾波器將需要大量乘法器,換言之,會消耗大量運算資源。因此,在本篇論文中,為了降低資源使用量,我們提出在基頻符號生成階段對信號進行振幅和相位的補償,藉此達成資源節省的目標。 | zh_TW |
dc.description.abstract | In modern communication systems, the Power Amplifier (PA) is a core component, playing a critical role in amplifying input signals to achieve the necessary transmission power. However, due to physical limitations and design challenges, power amplifiers often exhibit nonlinear characteristics, leading to signal distortion and degrading system performance. To overcome this issue, Digital Predistortion (DPD) techniques have been widely employed in linearization strategies for power amplifiers. DPD techniques can be mainly divided into memory-based and memoryless types. While memory-based DPD offers superior model accuracy compared to memoryless DPD, it requires significant computational resources to implement. Therefore, for scenarios with limited resources or a focus on computational efficiency, memoryless DPD provides an effective solution. Memoryless DPD based on Look-Up Tables (LUT) is a mainstream approach among these, capable of overcoming the nonlinear characteristics of power amplifiers and significantly reducing the computational resource demand compared to memory-based methods.
In previous research, we found that adding a filter after the lookup table brings results closer to those with memory. However, since the signal is generated by oversampling the baseband symbols, adding a filter after the lookup table would require a large number of multipliers, in other words, consume a considerable amount of computational resources. Therefore, in this paper, to reduce resource utilization, we propose compensating for amplitude and phase during the baseband symbol generation stage, thereby achieving our goal of resource conservation. | en |
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dc.description.tableofcontents | 致謝 i
中文摘要 iii 英文摘要 v 目錄 vii 圖目錄 xi 表目錄 xiii 第一章 緒論 1 1.1 研究動機 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1 1.2 數位預失真架構介紹 . . . . . . . . . . . . . . . . . . . . . . . . . 2 1.2.1 記憶性數位預失真架構 . . . . . . . . . . . . . . . . . . . . . . . 2 1.2.2 非記憶性數位預失真架構 . . . . . . . . . . . . . . . . . . . . . . 4 1.3 評估指標:錯誤向量幅度和相鄰頻道泄漏比 . . . . . . . . . . . . 5 1.3.1 錯誤向量幅度 . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5 1.3.2 相鄰頻道泄漏比 . . . . . . . . . . . . . . . . . . . . . . . . . . . 6 1.4 論文架構 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 7 第二章 基於查表法的非記憶性預失真原理與特性 9 2.1 概述 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 2.2 功率放大器的特性 . . . . . . . . . . . . . . . . . . . . . . . . . . 10 2.2.1 功率放大器非線性成因和影響 . . . . . . . . . . . . . . . . . . . 10 2.2.2 功率放大器的操作區間 . . . . . . . . . . . . . . . . . . . . . . . 10 2.2.3 頻譜再生現象 . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11 2.3 基於查表法的非記憶性預失真處理 . . . . . . . . . . . . . . . . . 13 2.3.1 功率放大器非線性特性對訊號的影響 . . . . . . . . . . . . . . . 14 2.3.2 查表法的概念與實作 . . . . . . . . . . . . . . . . . . . . . . . . 16 2.3.3 基於查表法的非記憶性預失真 . . . . . . . . . . . . . . . . . . . 17 第三章 系統架構 19 3.1 概述 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 19 3.2 先前研究架構 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 20 3.2.1 基頻訊號 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 20 3.2.2 目標訊號 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 20 3.2.3 先前架構 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 22 3.3 本研究提出的架構 . . . . . . . . . . . . . . . . . . . . . . . . . . 23 3.3.1 本研究架構 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 24 3.3.2 根據濾波器係數對應的頻譜去對符號進行相位和增益補償 . . . 26 3.3.3 實作對符號進行補償 . . . . . . . . . . . . . . . . . . . . . . . . 26 3.3.4 統整不同架構下與目標訊號的均方誤差 . . . . . . . . . . . . . . 30 3.3.5 模擬不同架構下產生訊號通過功率放大器相鄰頻道泄漏比 . . . 31 3.4 補償後訊號的錯誤向量幅度 . . . . . . . . . . . . . . . . . . . . . 32 第四章 量測結果與不同架構下的計算複雜度 35 4.1 量測架構 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 35 4.2 量測結果 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 36 4.2.1 原始訊號和非記憶性架構的量測結果 . . . . . . . . . . . . . . . 36 4.2.2 先前研究和本研究中實驗的預失真架構量測結果 . . . . . . . . 38 4.2.3 量測結果的比較 . . . . . . . . . . . . . . . . . . . . . . . . . . . 42 4.3 不同架構下的計算複雜度 . . . . . . . . . . . . . . . . . . . . . . 44 4.3.1 先前研究提出架構中濾波器的運算資源 . . . . . . . . . . . . . . 45 4.3.2 本研究提出架構的運算資源 . . . . . . . . . . . . . . . . . . . . 46 4.3.3 訊號生成詳細流程 . . . . . . . . . . . . . . . . . . . . . . . . . . 47 4.3.4 先前研究與本研究提出架構相異部分的計算複雜度比較 . . . . 48 第五章 結論與未來展望 51 5.1 結論 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 51 5.2 未來展望 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 52 5.2.1 全頻帶補償方法 . . . . . . . . . . . . . . . . . . . . . . . . . . . 52 參考文獻 53 | - |
dc.language.iso | zh_TW | - |
dc.title | 基於符號補償的新型數位預失真架構 | zh_TW |
dc.title | A Novel Digital Pre-Distortion Framework Based on Symbol Compensation | en |
dc.type | Thesis | - |
dc.date.schoolyear | 112-1 | - |
dc.description.degree | 碩士 | - |
dc.contributor.oralexamcommittee | 陳怡然;陳彥廷 | zh_TW |
dc.contributor.oralexamcommittee | Yi-Jan Chen;Yen-Ting Chen | en |
dc.subject.keyword | 數位預失真,資源優化,基於查找表的算法,無記憶性, | zh_TW |
dc.subject.keyword | Digital Predistortion (DPD),Resource optimization,Look-up table-based algorithm,Memoryless, | en |
dc.relation.page | 55 | - |
dc.identifier.doi | 10.6342/NTU202304304 | - |
dc.rights.note | 同意授權(限校園內公開) | - |
dc.date.accepted | 2023-10-13 | - |
dc.contributor.author-college | 工學院 | - |
dc.contributor.author-dept | 工程科學及海洋工程學系 | - |
dc.date.embargo-lift | 2028-10-05 | - |
顯示於系所單位: | 工程科學及海洋工程學系 |
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