Analytical evaluation of performance for harmonic and biharmonic methods of blind phase offset estimation

A. Petrov, A. Sergienko
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引用次数: 7

Abstract

We presented a new algorithm for blind phase offset estimation for signals with quadrature amplitude modulation (QAM). The algorithm is based on a circular harmonic expansion of log-likelihood function (LLF). Retaining one or two most significant terms in this series gives a harmonic or biharmonic circular decomposition of the LLF, this approach leads to notable improvement of the estimation quality comparing to known versions of popular 4th power phase estimation algorithm. Computer simulation results justified the advantages of the proposed method. It was also shown that the simplified implementation of the algorithm with weighting functions independent of signal-to-noise ratio (SNR) does not lead to any notable performance loss. In this paper we present analytical evaluation of estimation variance for both harmonic and biharmonic methods. Computation is based on quadratic approximation of objective function in the neighborhood of the phase offset true value, Taylor expansion of analytical expression for estimation error, and retaining statistical moments of objective function derivatives up to second order. Analytical results demonstrate good agreement with computer simulation for moderate and high SNR values.
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谐波和双谐波盲相位偏移估计方法的性能分析评价
提出了一种用于正交调幅(QAM)信号盲相位偏移估计的新算法。该算法基于对数似然函数(LLF)的循环调和展开。在这个系列中保留一个或两个最重要的项,给出了LLF的谐波或双谐波循环分解,与已知版本的流行的4次功率相位估计算法相比,这种方法显著提高了估计质量。计算机仿真结果证明了该方法的优越性。研究还表明,采用独立于信噪比的加权函数对算法进行简化实现不会导致明显的性能损失。本文给出了调和法和双调和法估计方差的分析评价。计算基于目标函数在相位偏移真值附近的二次逼近,估计误差解析表达式的泰勒展开,以及保留目标函数二阶导数的统计矩。分析结果与计算机模拟结果吻合较好。
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