Estimators of the nakagami-m parameter and performance analysis

Research output: Contribution to journalArticle

20 Scopus citations

Abstract

The Nakagami-m parameter is known to capture the envelope distribution of various fading channel conditions in wireless communications. The value of m is indicative of the severity of fading, and is a measure of channel quality, making its estimation necessary in many applications. In this paper, we summarize the existing estimators for the Nakagami-m parameter and propose a new class of estimators, whose performance is analyzed by deriving the asymptotic variance and comparing with the Cramer-Rao bound (CRB). Moreover, we develop a novel estimator robust to the presence of additive white Gaussian noise (AWGN) or any other additive noise with a symmetrical distribution. We also discuss practical issues not previously addressed in the literature including adaptation and computational complexity of these estimators. We conclude that our novel integer-moment based estimators are the best choice from a computational complexity and performance point of view. Simulation results corroborate our analysis.

Original languageEnglish (US)
Pages (from-to)519-527
Number of pages9
JournalIEEE Transactions on Wireless Communications
Volume4
Issue number2
DOIs
StatePublished - Mar 1 2005

Keywords

  • Channel characterization
  • Parameter estimation

ASJC Scopus subject areas

  • Computer Science Applications
  • Electrical and Electronic Engineering
  • Applied Mathematics

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