仿射投影自适应算法在数字预失真系统中的应用
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Application of Affine Projection Algorithm in Digital Predistortion System
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    摘要:

    基于自适应滤波器的仿射投影算法,结合复数增益查找表结构,建立预失真系统模型。研究了步长参数和多重约束数对仿射投影算法收敛速率的影响;比较了仿射投影算法和归一化最小均方算法的性能。结果表明,在取值范围内的步长参数和多重约束数越大,仿射投影算法收敛速率越快;相同迭代次数、步长参数和正则化系数时,偏离归一化载波中心频率5 MHz处,仿射投影算法的系统邻信道功率比达到-59.3 dB,效果好于归一化最小均方算法的-44.2 dB。

    Abstract:

    An algorithm is proposed based on the affine projection (AP) adaptive filter theory for digital predistortion (DPD) system. A method of look-up table (LUT) with complex gain is applied to the system. The effects of step size parameter and the number of multiple constraints on the affine projection algorithm convergence rate are analyzed. The performance of AP algorithm and the normalized least mean square (NLMS) algorithm is compared. Simulation result shows the AP algorithm has a faster convergence rate when the numbers of step size parameter and multiple constraints are greater. The adjacent channel power ratio (ACPR) of AP algorithm is -59.3 dB while the one of NLMS algorithm is -44.2 dB at offset normalized frequency of 5 MHz with same iteration times, step size parameter and regularization coefficient. The performance of AP algorithm is better than that of NLMS.

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唐可然,张冬生,熊于菽.仿射投影自适应算法在数字预失真系统中的应用[J].数据采集与处理,2014,29(5):795-800

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  • 在线发布日期: 2014-10-20