Transient Analysis of Signed LMS Algorithms with Cyclostationary Colored Gaussian Inputs

Wei Gao; Jie Chen

doi:10.1109/TCSII.2020.2997698

Transient Analysis of Signed LMS Algorithms with Cyclostationary Colored Gaussian Inputs

Wei Gao, Jie Chen

School of Marine Science and Technology

Jiangsu University

Research output: Contribution to journal › Article › peer-review

7 Scopus citations

Abstract

It is of significant importance to investigate the transient behaviors of signed LMS algorithms under the cyclostationary colored Gaussian inputs for the design of corresponding filters in practical applications. In this brief, we derive the analytical models of a family of signed LMS algorithms with the cyclostationary colored Gaussian inputs in the mean and mean-square sense for the nonstationary system identification. Simulation results illustrate the excellent consistency between the simulated results and the theoretical findings.

Original language	English
Article number	9099898
Pages (from-to)	3562-3566
Number of pages	5
Journal	IEEE Transactions on Circuits and Systems II: Express Briefs
Volume	67
Issue number	12
DOIs	https://doi.org/10.1109/TCSII.2020.2997698
State	Published - Dec 2020

Keywords

Adaptive filtering
cyclostationary colored Gaussian input
signed LMS algorithms
transient analysis

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title = "Transient Analysis of Signed LMS Algorithms with Cyclostationary Colored Gaussian Inputs",

abstract = "It is of significant importance to investigate the transient behaviors of signed LMS algorithms under the cyclostationary colored Gaussian inputs for the design of corresponding filters in practical applications. In this brief, we derive the analytical models of a family of signed LMS algorithms with the cyclostationary colored Gaussian inputs in the mean and mean-square sense for the nonstationary system identification. Simulation results illustrate the excellent consistency between the simulated results and the theoretical findings.",

keywords = "Adaptive filtering, cyclostationary colored Gaussian input, signed LMS algorithms, transient analysis",

author = "Wei Gao and Jie Chen",

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AB - It is of significant importance to investigate the transient behaviors of signed LMS algorithms under the cyclostationary colored Gaussian inputs for the design of corresponding filters in practical applications. In this brief, we derive the analytical models of a family of signed LMS algorithms with the cyclostationary colored Gaussian inputs in the mean and mean-square sense for the nonstationary system identification. Simulation results illustrate the excellent consistency between the simulated results and the theoretical findings.

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Transient Analysis of Signed LMS Algorithms with Cyclostationary Colored Gaussian Inputs

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