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A maximum likelihood digital receiver using coordinate ascent and the discrete wavelet transform

机译:使用坐标上升和离散小波变换的最大似然数字接收机

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摘要

In this paper, a maximum likelihood (ML) method is presented for joint estimation of amplitude, phase, time delay, and data symbols in a single-user direct-sequence spread-spectrum communication system. Since maximization of the likelihood function is analytically intractable, a novel coordinate ascent algorithm is used to obtain sequential updates of the data symbols and all unknown nuisance parameters. The novelty of the algorithm is due to the use of a multiresolution expansion of the received signal and the use of polynomial rooting in the complex plane in place of a line search over the signal delay parameter. The multiresolution structure of the algorithm is exploited to reduce sensitivity to impulsive noise via wavelet thresholding. Computer simulations of the single-user system show that the algorithm has fast convergence, and comparison with theoretical lower bounds establishes that the algorithm achieves nearly optimal error performance.
机译:在本文中,提出了一种最大似然(ML)方法,用于联合估计单用户直接序列扩频通信系统中的幅度,相位,时间延迟和数据符号。由于似然函数的最大化在分析上难以解决,因此使用了新颖的坐标上升算法来获取数据符号和所有未知扰动参数的顺序更新。该算法的新颖性是由于使用了接收信号的多分辨率扩展以及使用了复平面中的多项式求根来代替对信号延迟参数的线搜索。该算法的多分辨率结构被用来通过小波阈值降低对脉冲噪声的敏感性。对单用户系统的计算机仿真表明,该算法具有快速收敛性,并且与理论下限进行比较可以证明该算法可以实现几乎最佳的错误性能。

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