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An efficient algorithm for estimating the parameters of superimposed exponential signals in multiplicative and additive noise

Open Access
|Mar 2013

Abstract

This paper considers parameter estimation of superimposed exponential signals in multiplicative and additive noise which are all independent and identically distributed. A modified Newton-Raphson algorithm is used to estimate the frequencies of the considered model, which is further used to estimate other linear parameters. It is proved that the modified Newton- Raphson algorithm is robust and the corresponding estimators of frequencies attain the same convergence rate with Least Squares Estimators (LSEs) under the same noise conditions, but it outperforms LSEs in terms of the mean squared errors. Finally, the effectiveness of the algorithm is verified by some numerical experiments.

DOI: https://doi.org/10.2478/amcs-2013-0010 | Journal eISSN: 2083-8492 | Journal ISSN: 1641-876X
Language: English
Page range: 117 - 129
Published on: Mar 26, 2013
Published by: Sciendo
In partnership with: Paradigm Publishing Services
Publication frequency: 4 times per year

© 2013 Jiawen Bian, Huiming Peng, Jing Xing, Zhihui Liu, Hongwei Li, published by Sciendo
This work is licensed under the Creative Commons License.