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Deinterleaving of Mixtures of Renewal Processes
Author(s) -
Jeremy Young,
Anders Høst-Madsen,
EvaMarie Nosal
Publication year - 2018
Publication title -
ieee transactions on signal processing
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.638
H-Index - 270
eISSN - 1941-0476
pISSN - 1053-587X
DOI - 10.1109/tsp.2018.2886149
Subject(s) - impulse (physics) , algorithm , upper and lower bounds , computer science , impulse response , maximum likelihood , source separation , mathematics , mathematical optimization , statistics , physics , mathematical analysis , quantum mechanics
This paper proposes a new method for impulsive source separation (deinterleaving) in multi-input single-output systems based purely on impulse spacing. The impulse spacing for each source is modeled as a renewal process. To classify sources, an algorithm is developed to maximize the likelihood of impulse assignment based on the impulse spacing distributions. A theoretical lower bound on performanc...

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