NLOS mitigation for ultra wideband localization
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Saudi Digital Library
Abstract
One of the interesting properties of ultra wideband (UWB) signal is its superior
performance and high accuracy in localization applications. This is mainly due to its high
resolution resulting from its small pulse duration that is in the order of nanoseconds.
However, this accuracy is affected by several factors. The killer one among those factors
is the non line of sight (NLOS) propagation. In this research, the work includes the
installation and implementation of a real time localization system (RTLS) provided by
Ubisense. The work involves the study of small-scale and large-scale effect on the system
accuracy. In addition, obstructed and NLOS scenarios are considered. The work also
suggests an improved Residual weighting (Rwgh) mitigation algorithm to minimize the
effect of NLOS. The work considers a channel based on IEEE 802.15.4a UWB channel
model. Both indoor and outdoor environments are considered in the simulation. The
localization part of the work is based on a modified version of the approximate maximum
likelihood time difference of arrival (AML-TDOA) algorithm where different noise
variances are considered. The simulation part considers the investigation of different
parameters on the accuracy of the mitigation algorithm.