DocumentCode :
59726
Title :
Statistics of the MLE and Approximate Upper and Lower Bounds–Part II: Threshold Computation and Optimal Pulse Design for TOA Estimation
Author :
Mallat, Achraf ; Gezici, Sinan ; Dardari, Davide ; Vandendorpe, Luc
Author_Institution :
Inst. for Inf. & Commun. Technol., Univ. Catholique de Louvain, Louvain-la-Neuve, Belgium
Volume :
62
Issue :
21
fYear :
2014
fDate :
Nov.1, 2014
Firstpage :
5677
Lastpage :
5689
Abstract :
Threshold and ambiguity phenomena are studied in Part I of this paper where approximations for the mean-squared error (MSE) of the maximum-likelihood estimator are proposed using the method of interval estimation (MIE), and where approximate upper and lower bounds are derived. In this part, we consider time-of-arrival estimation and we employ the MIE to derive closed-form expressions of the begin-ambiguity, end-ambiguity and asymptotic signal-to-noise ratio (SNR) thresholds with respect to some features of the transmitted signal. Both baseband and passband pulses are considered. We prove that the begin-ambiguity threshold depends only on the shape of the envelope of the ACR, whereas the end-ambiguity and asymptotic thresholds only on the shape of the ACR. We exploit the results on the begin-ambiguity and asymptotic thresholds to optimize, with respect to the available SNR, the pulse that achieves the minimum attainable MSE. The results of this paper are valid for various estimation problems.
Keywords :
maximum likelihood estimation; time-of-arrival estimation; MLE; TOA estimation; approximate lower bound; approximate upper bound; asymptotic signal-to-noise ratio threshold; closed form expressions; interval estimation; maximum likelihood estimation; mean squared error; optimal pulse design; threshold computation; time-of-arrival estimation; Approximation methods; Bandwidth; Maximum likelihood estimation; Shape; Signal to noise ratio; Time of arrival estimation; Maximum likelihood estimator; mean-squared-error; nonlinear estimation; optimal signal design; signal-to-noise ratio; threshold and ambiguity phenomena; time-of-arrival;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2014.2355776
Filename :
6894175
Link To Document :
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