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STATISTICAL EFFICIENCY STUDY OF BLIND IDENTIFICATION/EQUALIZATION OF TWO-PATH CHANNELS WITH THE CONSTANT-MODULUS-CRITERION

机译:恒定模量标准盲识别/双路径均衡的统计效率研究

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The statistical efficiency of a batch-processing constant-modulus blind equalizer for estimating a) the complex-valued tap weight within a two-path channel model and b) the equalized signal is investigated. Expanding the constant-modulus cost-function in a multidimensional Taylor series up to third order we derive closed-form expressions for the first-order bias and variance of the path weight and the equalized symbols as a function of the variance of the Gaussian distributed noise, the block length, and the actual channel parameters. We study random as well as deterministic symbol sequences. In the first case we compute the average of the bias and variance over zero-mean random (real-valued) signals of binary pulse amplitude modulation (PAM), and (complex-valued) signals of phase shift keying (PSK) modulation. We compare our analytical results with Monte-Carlo simulations and find good agreement for small to medium noise variance.
机译:研究了用于估计A)在双路通道模型中的复值抽头重量和B)均衡信号的批量处理常数模量盲均衡器的统计效率。在多维泰勒系列中扩展恒定模量成本函数,最多高达第三顺序,我们导出了作为高斯分布式噪声方差的函数的一阶偏置和均衡符号的首级偏置和均衡符号的闭合形式表达式,块长度和实际信道参数。我们学习随机以及确定性符号序列。在第一种情况下,我们计算二进制脉冲幅度调制(PAM)的零均值随机(实际值)信号的偏差和方差的平均值,以及相移键控(PSK)调制的(复值)信号。我们将分析结果与Monte-Carlo模拟进行比较,并找到良好的中等噪声方差协议。

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