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CIF:Small: Ramanujan-sums in signal representation

CIF:Small: Ramanujan-sums in signal representation
CIF:Small:信号表示中的拉马努金求和
批准号:
1712633
负责人:
Palghat Vaidyanathan
金额:
$45.0万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2017
资助国家:
美国
项目状态:
已结题
起止时间:
2017-07-01 至 2021-06-30

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中文摘要
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英文摘要
This research explores new directions in the representation of signals, based on certainmathematical ideas introduced by Ramanujan many decades ago. In particular the applicability ofRamanujan-sums in the representation of digital signals is studied in detail. Signals acquired andstored in many scientific areas such as speech, music, medical, genomic, and finance oftencontain hidden periodic patterns bearing important information. These are difficult to identify andlocalize because of the large volume of data, and extreme localization of information.Conventional representations of signals based on Fourier and wavelet transforms are not efficientfor this purpose. This research involves the use of Ramanujan-sums to develop newrepresentations that are efficient and economical. These offer insights into the role ofmathematics, especially number theory, in representation of signals in science and technology,with emphasis on particular hidden structures such as periodicities. Such representations areexpected to have significant impact in scientific applications involving large data bases.More specifically, the research goes deep into Ramanujan subspaces, nested periodic subspaces,and Ramanujan filter banks, which are crucial to the representation of periodic sequences. Thisenables one to address some fundamental research problems in signal processing. This includesthe minimum information that should be gathered from a discrete-time signal in order to identifymultiple periodicities, the design of digital filter banks that serve as projection operators ontoperiodicity subspaces, and optimal design of dictionaries of atoms to represent sums of periodicsignals with unknown integer periods. The research also involves the theory and implementationof gridless methods to achieve super resolution in period-estimation for continuous-time signals,and extension to two- and higher-dimensional signals.
期刊论文(37)
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会议论文
DOI: 10.1109/tsp.2018.2879039
发表时间: 2019-01-15
期刊: IEEE TRANSACTIONS ON SIGNAL PROCESSING
影响因子: 5.4
作者: [Tenneti, Srikanth Venkata, Vaidyanathan, Palghat P.]
通讯作者: Vaidyanathan, Palghat P.
When does periodicity in discrete-time imply that in continuous-time?
离散时间中的周期性何时意味着连续时间中的周期性?
DOI: --
发表时间: 2018
期刊: and Signal Proc.
影响因子: --
作者: [Vaidyanathan, P, Tenet, S.]
通讯作者: Tenet, S.
Minimum Data Length for Integer Period Estimation
整数周期估计的最小数据长度
DOI: 10.1109/tsp.2018.2818080
发表时间: 2018
期刊: IEEE Transactions on Signal Processing
影响因子: 5.4
作者: [Tenneti, Srikanth Venkata, Vaidyanathan, Palghat P.]
通讯作者: Vaidyanathan, Palghat P.
DOI: 10.1109/tsp.2020.3004912
发表时间: 2020-06
期刊: IEEE Transactions on Signal Processing
影响因子: 5.4
作者: [Oguzhan Teke;P. Vaidyanathan]
通讯作者: Oguzhan Teke;P. Vaidyanathan
37
    SGER: Context Sensitive Hidden Markov Models and Application in Computational Biology
    • 批准号:
      0636799
    • 项目类别:
      Standard Grant
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      $0.0万
    • 财政年份:
      2006
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    • 财政年份:
      1997
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    New Directions in One and Multidimensional Multirate Systems, Filter Banks, and Applications
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      9215785
    • 项目类别:
      Standard Grant
    • 资助金额:
      $16.24万
    • 财政年份:
      1993
    • 负责人:
      Palghat Vaidyanathan
    • 依托单位:
    国内基金
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    • 批准年份:
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    • 负责人:
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    • 项目类别:
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