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A basic study on signal processing and restoration using Clifford algebra

Research Project

Project/Area Number 17500001
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Fundamental theory of informatics
Research InstitutionHokkaido University

Principal Investigator

MIYAKOSHI Masaaki  Hokkaido University, Grad. School of IST., Prof.Professor (20125355)

Co-Investigator(Kenkyū-buntansha) KAWAGUCHI Mayuka  Hokkado University, Grad.. School of IST., Associate Professor (30214620)
TANAKA Akira  Hokkaido University, Grad.. School of IST., Assistant Professor (20332471)
Project Period (FY) 2005 – 2007
Project Status Completed (Fiscal Year 2007)
Budget Amount *help
¥3,380,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥180,000)
Fiscal Year 2007: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2006: ¥1,000,000 (Direct Cost: ¥1,000,000)
Fiscal Year 2005: ¥1,600,000 (Direct Cost: ¥1,600,000)
KeywordsClifford algebra / quaternion / discrete signal / multi-dimensional signal / eigenspace / symmetrv group / 固有値
Research Abstract

Digital signal processing is the theory of matrices related to unitary matrices. The goal of this research is a basic study to investigate the possibility for extending the field of complex numbers on which the existing many methods of signal processings are based to the Clifford algebra, the fields of quaternion and hyper complex numbers. We investigated precisely discrete Fourier Transform (DFT) from the point of view for symmetry groups, we found a relation between 2-dimesional DFT and permutations. From the point of view we investigated to extend the results to general unitary matrices which have intrinsically symmetries with more than 2 order. The extension of DFT to quaternions and Clifford algebra is done by replaced the imaginary units by three units vectors of quaternions, but this extension is intrinsically related to a permutation with order 2. Therefore, the extension along this idea cannot be applied to general unitary matrices which have symmetries with more than 2 order. … More In this research, we investigated basically and theoretically to extend complex numbers to quaternions and Clifford algebra for unitary matrices of which eigenvalues are of finite orders., and we found the possibility of theoretical extension. When the unitary matrices have the symmetry of e order for one-dimensional signals, applying these unitary matrices to two-dimensional signals, we have a symmetry of e^2 order. But without reducing the symmetry of e^2 order, using e^2 volume elements of Clifford algebra Cl_n, it is indicated that we may not be able to embed unitary matrices into C4-matrices so that we can keep the symmetry of e^2 order. Using a subset B of which elements are disjoint bivectors each other, and the commutative subalgebra R_<2n,o>^+, it yields the reduction of the symmetry of e^2 order, but this embedding to Cl_n,-matrices still keeps about a half of e^2 symmetries. When the symmetries of two-dimensional signals are of more than 2 order, we can investigate the symmetries by Kronecker product for Cl_n-matrices, and but, for more than three-dimensional signals, we have to use tensor product for embedding unitary matrices to C4-matrices. This problem is still open. We shall study the problems. Less

Report

(4 results)
  • 2007 Annual Research Report   Final Research Report Summary
  • 2006 Annual Research Report
  • 2005 Annual Research Report
  • Research Products

    (7 results)

All 2008 2007 2006

All Journal Article (3 results) (of which Peer Reviewed: 1 results) Presentation (4 results)

  • [Journal Article] 信号解析に用いられるユニタリ行列の固有解析2007

    • Author(s)
      宮腰政明・田中章・河口万由香
    • Journal Title

      電子情報通信学会論文誌 J90-A

      Pages: 403-414

    • NAID

      110007384503

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Annual Research Report 2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Eigen Analysis of Unitary Matrices Used in Signal Processing2007

    • Author(s)
      M. Miyakosi, Tanaka A. Kawaguchi, F.M
    • Journal Title

      The IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences Vol.J90-A No.5

      Pages: 403-414

    • NAID

      110007384503

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] 擬t-ノルムおよび擬ユニノルムの構成法2006

    • Author(s)
      河口万由香, 亘理修, 宮腰政明
    • Journal Title

      第19回多値論理とその応用研究会(電子情報通信学会第二種研究会)技術研究報告 MVL06-5

      Pages: 30-35

    • Related Report
      2006 Annual Research Report
  • [Presentation] 信号解析に用いられるユニタリー行列と対称群の関係2008

    • Author(s)
      宮腰政明・田中章・河口万由香
    • Organizer
      計測自動制御学会北海道支部学術講演会
    • Place of Presentation
      札幌市(北海道大学)
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Annual Research Report 2007 Final Research Report Summary
  • [Presentation] 信号解析に用いられるユニタリ行列と対称群の関係2008

    • Author(s)
      宮腰政明・田中章・河口万由香
    • Organizer
      電子情報通信学会2008総合大会
    • Place of Presentation
      北九州学術研究都市(北九州市立大学)
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Annual Research Report 2007 Final Research Report Summary
  • [Presentation] A Relatioship Between Unitary Matrices Used in Signal Processing and Symmetry Groups2008

    • Author(s)
      M.Miyakosi, Tanaka A. Kawaguchi, F.M
    • Organizer
      The Proceedings of 40^<th> Conference of SICE of Hokkaido Chapter
    • Place of Presentation
      Sappro, Japan
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] A Relatioship Between of Unitary Matrices Used in Signal Processing with Finite Orders and Symmetry Groups2008

    • Author(s)
      Onodera, K., . M.Miyakosi, Tanaka A. Kawaguchi, F.M
    • Organizer
      The Proceedings of 2008 Conference of IEICE, DVD-ROM, A-4-35
    • Place of Presentation
      Kita Kyusyu Academic Research City, Japan
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary

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Published: 2005-04-01   Modified: 2016-04-21  

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