Optimal estimation of amplitude and phase modulated signals

In this paper, we address the problem of on-line optimal estimation of signals modelled as the sum. of sinusoids with time-varying amplitudes and phases. This is a complex optimal filtering problem. We present an efficient Sequential Monte Carlo (SMC) method, i.e. particle filtering method, to solve...

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Bibliographic Details
Main Authors: Andrieu, C, Doucet, A
Format: Journal article
Language:English
Published: 2001
Description
Summary:In this paper, we address the problem of on-line optimal estimation of signals modelled as the sum. of sinusoids with time-varying amplitudes and phases. This is a complex optimal filtering problem. We present an efficient Sequential Monte Carlo (SMC) method, i.e. particle filtering method, to solve it. It combines several variance reduction methods and Markov chain Monte Carlo (MCMC) steps. © 2001 VSP.