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Statistics-Based Approach for Blind Post-Compensation of Modulator’s Imperfections and Power Amplifier Nonlinearity

机译:基于统计的调制器缺陷和功率放大器非线性盲后补偿方法

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Power amplifier (PA) nonlinearity and in-phase and quadrature-phase (I/Q) imbalance are major concerns for wireless transmitters. In this paper, we present a new closed-form expression for the probability density function (PDF) of I and Q components in the presence of transmitter's impairments and propose a blind post-compensation approach for the mitigation of these impairments. These impairments include static PA nonlinearity and frequency-independent I/Q imbalance. The accuracy of the analytical PDF is evaluated using Kullback-Leibler divergence and Hellinger square distance. Simulation results show a reasonable correspondence between the derived PDF and non-parametric kernel density estimation-based PDF. After a closed-form PDF is obtained, higher order statistics-based method is used to estimate PA nonlinearity in the presence of I/Q impairments. Finally, a maximum-likelihood estimation of I/Q imbalance parameters is obtained using the analytical PDF. Simulation results show a normalized mean-squared error (NMSE) of around -40 dB and an adjacent channel power ratio of around -53 dBc, along with an error vector magnitude (EVM) of around 1%, for a 3-MHz local thermal equilibrium signal. Using laboratory measurements, an NMSE of around -35 dB and an EVM of 1.5% are achieved.
机译:功率放大器(PA)的非线性以及同相和正交(I / Q)不平衡是无线发射器的主要问题。在本文中,我们针对存在发射机损伤的I和Q分量的概率密度函数(PDF)提出了一种新的闭式表达式,并提出了一种缓解这些损伤的盲后补偿方法。这些损害包括静态PA非线性和与频率无关的I / Q不平衡。使用Kullback-Leibler散度和Hellinger平方距离评估分析PDF的准确性。仿真结果表明,导出的PDF与基于非参数核密度估计的PDF之间存在合理的对应关系。获得封闭形式的PDF之后,在存在I / Q损伤的情况下,使用基于高阶统计量的方法来估计PA非线性。最后,使用解析PDF获得I / Q不平衡参数的最大似然估计。仿真结果显示,对于3MHz局部热噪声,归一化均方误差(NMSE)约为-40 dB,相邻信道功率比约为-53 dBc,并且误差矢量幅度(EVM)约为1%平衡信号。使用实验室测量值,可获得约-35 dB的NMSE和1.5%的EVM。

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