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IEEE Transactions on Signal Processing
Article . 2022 . Peer-reviewed
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https://dx.doi.org/10.48550/ar...
Article . 2021
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Probability of Resolution of MUSIC and g-MUSIC: An Asymptotic Approach

Authors: David Schenck; Xavier Mestre; Marius Pesavento;

Probability of Resolution of MUSIC and g-MUSIC: An Asymptotic Approach

Abstract

In this article, the outlier production mechanism of the conventional Multiple Signal Classification (MUSIC) and the g-MUSIC Direction-of-Arrival (DoA) estimation technique is investigated using tools from Random Matrix Theory (RMT). A general Central Limit Theorem (CLT) is derived that allows to analyze the asymptotic stochastic behavior of eigenvector-based cost functions in the asymptotic regime where the number of snapshots and the number of antennas increase without bound at the same rate. Furthermore, this CLT is used to provide an accurate prediction of the resolution capabilities of the MUSIC and the g-MUSIC DoA estimation method. The finite dimensional distribution of the MUSIC and the g-MUSIC cost function is shown to be asymptotically jointly Gaussian distributed in the asymptotic regime.

This work has been accepted for publication in the IEEE Transactions on Signal Processing

Keywords

Signal Processing (eess.SP), Performances analysis, Iterative methods, Covariance matrices, Covariance matrix, Eigenvalue and eigenfunctions, Direction of arrival estimation, FOS: Electrical engineering, electronic engineering, information engineering, Cost functions, Random variables, Electrical Engineering and Systems Science - Signal Processing, Central Limit Theorem, Multiple signal classification, Eigenvalues and eigenfunctions, Stochastic systems, Signal resolution, Cost-function, Direction of arrival, Behavioral science, Signal classification, Probability of resolution, Behavioral research, G-multiple signal classification

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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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