Moment-based Parameter Estimation for ${\Gamma}$-parameterized TWDP Model

arXiv (Cornell University)(2021)

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摘要
In this paper, parameterization of a two-wave with diffuse power (TWDP) fading model is revised. Anomalies caused by using conventional TWDP parameters $K$ and $\Delta$ are first identified, indicating that the existing moment-based estimators of a tuple $(K, \Delta)$ are not able to provide accurate estimations for various combinations of their values. Therefore, a moment-based estimators for a newly proposed parameters $K$ and $\Gamma$ are derived and analyzed through asymptotic variance (AsV) and Cramer-Rao bound (CRB) metrics. The results are qualitatively compared to those obtained for a $(K, \Delta)$ tuple, showing that moment-based estimators of the improved $\Gamma$-based parameterization managed to overcome all anomalies observed within the conventional TWDP parameterization.
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关键词
parameter estimation,moment-based
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