Sensors (Jan 2022)

Moment-Based Parameter Estimation for the Γ-Parameterized TWDP Model

  • Pamela Njemcevic,
  • Enio Kaljic,
  • Almir Maric

DOI
https://doi.org/10.3390/s22030774
Journal volume & issue
Vol. 22, no. 3
p. 774

Abstract

Read online

Two-wave with diffuse power (TWDP) is one of the most promising models for description of a small-scale fading effects in the emerging wireless networks. However, its conventional parameterization based on parameters K and Δ is not in line with model’s underlying physical mechanisms. Accordingly, in this paper, we first identified anomalies related to usage of conventional TWDP parameterization in moment-based estimation, showing that the existing Δ-based estimators are unable to provide meaningful estimates in some channel conditions. Then, we derived moment-based estimators of recently introduced physically justified TWDP parameters K and Γ and analyzed their performance through asymptotic variance (AsV) and Cramer–Rao bound (CRB) metrics. Performed analysis has shown that Γ-based estimators managed to overcome all anomalies observed for Δ-based estimators, simultaneously improving the overall moment-based estimation accuracy.

Keywords