Abstract

Extracting parameter estimates from noisy observations of an underlying signal is a common problem in many fields. Time delay estimation (TDE) is essential for many areas, such as localization, array processing, and radar. The performance of any estimator is often evaluated via the mean square error (MSE) that can then be compared to analytical MSE lower bounds. In this paper, we first analyze a maximum likelihood (ML) estimator based on the knowledge of noisy second order statistics of the channel. We investigate lower bounds for the time delay estimation error for ultra-wideband ranging systems operating in realistic multipath environments. Based on the Cramer-Rao lower bound (CRLB), we derive analytically a lower bound of the time delay estimation calculated using the Karhunen–Loève decomposition of the estimated channel autocorrelation matrix. Also, we investigate the practical implementation (based on energy detection) of the time delay estimator. In the second part of the paper, we have analyzed the time delay estimation performances with the energy maximization receiver. Simulations are evaluated using a simulated UWB underground mine channel. This can be considered as the first step for a global positioning system for use mining industry.

Highlights

  • Ultra-wideband (UWB) is a promising technique in the application of short-range high-speed wireless communication, radar, and precise location

  • The simulations based on realistic channel modeling allow us to evaluate the performance of the energy detection (ED) receiver without the need for expensive hardware and real-time software implementation

  • We have derived a maximum likelihood (ML) estimator based on the knowledge of noisy second order statistics of the received signal

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Summary

Introduction

Ultra-wideband (UWB) is a promising technique in the application of short-range high-speed wireless communication, radar, and precise location. UWB signal is capable to provide an accurate ranging, owing to its inherent high delay resolution and ability to penetrate obstacles. It is the technology of choice for localization systems, in densely cluttered environments. Time delay estimation using UWB transmission is currently the most popular technique for accurate ranging and tracking. Several methods for UWB signal time delay estimation can be found in [1,2,3]. Examples of low complexity estimators include a maximum peak detection method and a threshold detection method.

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