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改进变步长LMS自适应预失真算法研究 被引量:1

Research on LMS adaptive algorithm for digital pre-distortion based on improving variable step size
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摘要 在数字预失真过程中,针对传统的最小均方差(LMS)自适应算法收敛速度较慢和稳态误差较大的缺点,通过分析各种改进的变步长LMS算法的优势和劣势,提出了一种组合曲线的归一化变步长LMS数字预失真算法。仿真结果表明,新算法在保证预失真效果的前提下,算法性能得到极大提升。 In the process of digital pre-distortion,to deal with the shortcoming of the slower convergence speed and larger steady-state error in typical LMS adaptive algorithm,by analyzing the strengths and weaknesses of various improved Least Mean Square(LMS) algorithms,a normalized variable step-size LMS digital pre-distortion algorithm with combination of curve is proposed. The simulation results show that the proposed algorithm can improve performance extremely and ensure the accuracy of pre-distortion.
出处 《微型机与应用》 2017年第20期80-83,91,共5页 Microcomputer & Its Applications
基金 四川省教育厅科研项目(15ZB0458) 四川工商学院科研项目(2016ZYB17X)
关键词 预失真 最小均方差 变步长 归一化 pre-distortion Least Mean Square(LMS) variable step-size normalization
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