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An unbiased explicit adaptive gain and time-delay estimation algorithm

机译:一种无偏显式自适应增益和时延估计算法

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An unbiased explicit adaptive gain and time-delay estimation algorithm is presented. An earlier algorithm for explicit estimation of gain and time-delay proposed in [1] is known to yield a biased estimate of the gain. By observing that the bias is due to the dependence of the power of the noise component of the error on the estimated gain, a normalization is introduced which ensures that the power of the noise component is not affected by the gain estimate. By using a stochastic averaging approach to analyze the convergence of the adaptive algorithm, it is shown that the modified algorithm is unbiased. Simulations are presented which confirm the theoretical analysis.
机译:提出了一种无偏显式自适应增益和时延估计算法。已知在[1]中提出的用于显式估计增益和时延的较早算法会产生增益的偏差估计。通过观察到偏差是由于误差的噪声分量的功率对估计增益的依赖性而引起的,引入了归一化,以确保噪声分量的功率不受增益估计的影响。通过随机平均方法分析自适应算法的收敛性,表明改进算法是无偏的。仿真结果证实了理论分析。

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