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    Finite Difference Algorithm for Polynomial Phase Estimation

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    Author
    Madsen, Nathan
    Issue Date
    2021
    Keywords
    finite difference
    parameter estimation
    phase estimation
    phase unwrapping
    polynomial phase signals
    Advisor
    Cao, Siyang
    
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    Show full item record
    Publisher
    The University of Arizona.
    Rights
    Copyright © is held by the author. Digital access to this material is made possible by the University Libraries, University of Arizona. Further transmission, reproduction, presentation (such as public display or performance) of protected items is prohibited except with permission of the author.
    Abstract
    A new algorithm, the finite difference algorithm, is proposed for single-component polynomial phase signal parameter estimation. The proposed algorithm takes advantage of the framework of the quasi-maximum-likelihood (QML) estimator but estimates the finite difference of the polynomial instead of the derivative. Like the QML algorithm it can operate on high-order polynomial phase signals without sacrificing speed or its noise threshold. The algorithm is computationally simpler than the QML algorithm, but does have a higher noise threshold. We derive a framework for error analysis for phase-based polynomial phase estimation algorithms. This framework can help to analyze the SNR threshold effect as well as the effect of unwrapping errors. We note the equivalence of the finite difference approach with that of fitting a polynomial to an unwrapped signal under certain circumstances. We propose modifications to allow the FD algorithm to operate at lower SNRs. The modifications are magnitude weighting for phase values, phase difference filtering, and iterating the polynomial refinement step. Simulation shows that these modifications can lower the algorithm's SNR threshold by 5 dB, without greatly increasing the computational complexity.
    Type
    text
    Electronic Dissertation
    Degree Name
    Ph.D.
    Degree Level
    doctoral
    Degree Program
    Graduate College
    Electrical & Computer Engineering
    Degree Grantor
    University of Arizona
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