Signal analysis on the ball: Design of optimal basis functions with maximal multiplicative concentration in spatial and spectral domains

Wajeeha Nafees, Zubair Khalid, Rodney A. Kennedy

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Abstract

    In this work, we design a set of complete orthonormal optimal basis functions for signals defined on the ball. We design the basis functions by maximizing the product of their energy concentration in some spatial region and that in some spectral region. The optimal basis functions are designed as a linear combination of space-limited functions with maximal concentration in the spectral region and band-limited functions with maximal concentration in the spatial region. The proposed optimal basis functions are shown to form a complete set for signal representation in a subspace formed by the vector sum of the subspaces spanned by space-limited and band-limited functions. We also formulate an integral operator which projects the signal to the joint subspace and maximizes the product of energy concentrations in harmonic and spatial domains. With the help of some properties of proposed optimal basis functions we show that these functions are the only eigenfunctions of the integral operator.

    Original languageEnglish
    Title of host publicationProceedings - 2017 International Conference on Systems, Signals and Image Processing, IWSSIP 2017
    PublisherIEEE Computer Society
    ISBN (Electronic)9781509063444
    DOIs
    Publication statusPublished - 30 Jun 2017
    Event24th International Conference on Systems, Signals and Image Processing, IWSSIP 2017 - Poznan, Poland
    Duration: 22 May 201724 May 2017

    Publication series

    NameInternational Conference on Systems, Signals, and Image Processing
    ISSN (Print)2157-8672
    ISSN (Electronic)2157-8702

    Conference

    Conference24th International Conference on Systems, Signals and Image Processing, IWSSIP 2017
    Country/TerritoryPoland
    CityPoznan
    Period22/05/1724/05/17

    Fingerprint

    Dive into the research topics of 'Signal analysis on the ball: Design of optimal basis functions with maximal multiplicative concentration in spatial and spectral domains'. Together they form a unique fingerprint.

    Cite this