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1990 Fiscal Year Final Research Report Summary

Research on the Adaptive Digital Signal Processing Based on a Nonstationary ARMA Model and Its Application to the Image Processing

Research Project

Project/Area Number 01460147
Research Category

Grant-in-Aid for General Scientific Research (B)

Allocation TypeSingle-year Grants
Research Field 電子通信系統工学
Research InstitutionKyushu University

Principal Investigator

KOGA Tosiro  Kyushu Univ., Fac. of Eng., Professor, 工学部, 教授 (00037706)

Co-Investigator(Kenkyū-buntansha) SUHARA Yoshiro  Kyushu Univ., Fac. of Eng., Research Assistant, 工学部, 助手 (80187799)
MIYAZAKI Akio  Kyushu Univ., Fac. of Eng., Associate Professor, 工学部, 助教授 (70192763)
MOTOISHI Kohji  Kyushu Univ., Fac. of Eng., Associate Professor, 工学部, 助教授 (00038118)
KOHDA Tohru  Kyushu Univ., Fac. of Eng., Associate Professor, 工学部, 助教授 (20038102)
NISHI Tetsuo  Kyushu Univ., Fac. of Eng., Professor, 工学部, 教授 (40037908)
Project Period (FY) 1989 – 1990
KeywordsDigital signal processing / Image processing / Nonstationary stochastic process / Twoーdimensional signal / Twoーdimensional IIR digital filter / Twoーdimensional ARMA model / Canonical representation of a Gaussian process / Modeling
Research Abstract

(1) Design of IIR digital filters by means of an interpolation technique
We have presented a useful method of designing oneー and twoーdimensional (1-D and 2-D) IIR digital filters, which is guaranteed in principle to be stable, by using the interpolation of the characteristic function of the filter for a set of prescribed values of the function. As an application of the method, we proposed a design method of 1-D IIR digital filters having maximal flatness in the passband and a prescribed steepness in the transition band, the effectiveness of which was confirmed from numerical examples.
(2) Research concerning the modeling of stochastic processes based on AR and ARMA models
Concerning stationary stochastic processes, the YuleーWalker (Y-W) equation is of importance in the representation of the autoーregressive (AR) process. As for solving the Y-W equation, the Levinson algorithm is wellーknown to be standard. Based on both theoretical and experimental investigations, we have first shown that t … More he convergence property of the Levinson algorithm is closely related to the location of zeros of the power spectral function, and derived an efficient algorithm for finding and removing the aboveーmentioned zeros by means of the circuit theoretical approach. Furthermore, on the basis of the theory of canonical representation of Gaussian processes, we discussed the problem of approximating a nonstationary Gaussian process by the ARMA model of a finite order. As a result, a solution to this problem is obtained, which is considered to be useful in designing adaptive IIR digital filters.
(3) Research concerning the modeling of 2-D image signals.
We have shown that operatorーalgebraic approach is effective in the treatment of 2-D signals in the space domain. We first presented a representation of an operator corresponding to the impulse response of a 2-D linear system, and then clarified basic properties of the composition and decomposition of the operators. We have applied several results mentioned above to the problem of modeling a 2-D signal. As a result. We obtained matrix representation of networks for approximating a given 2-D signal, based on which we presented an algorithm for the modeling of a 2-D signal in the picture or image processing. Less

  • Research Products

    (22 results)

All Other

All Publications (22 results)

  • [Publications] 古賀 利郎: "補間法を応用した2次元IIRディジタルフィルタの設計法" 電子情報信学会技術報告. CAS89ー84. (1989)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Akio MIYAZAKI: "Application of TimeーVarying Digital Filter Design Techniques to Adaptive Rejection of Random and/or Impulsive Noise in a Picture Signal" Proc.of Int.Symp.on Noise and Clutter Rejection in Radars and Imaging Sensors. 461-466 (1989)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Tosiro KOGA: "A Consideration on the Modeling of a Nonstationary ARMA Process" 電子情報通信学会論文誌(E). E73. 1805-1806 (1990)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Yoshiro SUHARA: "A Method of Designing IIR Digital Filters with Maximal Flatness in Passband and Prescribed Steepness in Transition Band" 電子情報通信学会論文誌(E). E73. 1807-1809 (1990)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Tosiro KOGA: "An Appriximation Problem Concerning the Representation of the Nonstationary ARMA Process in Discrete Time" Proc.of 1990 International Symposium on Information Theory and Its Applications. 363-366 (1990)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Tosiro KOGA: "A Consideration on the Representation of a Nonstationary Gaussian Process in Continuous Time" Proc.of 1990 International Symposium on Information Theory and Its Applications. 367-670 (1990)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Haiyang GAO: "On the Locating of Transmission Zeros in the ARMA Modeling" Proc.of 1990 Joint Technical Conference on Circuits/Systems,Computers and Communications. 146-151 (1990)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Akio MIYAZAKI: "Matrix Representation of Operators in TwoーDimensional Signal Processing and its Applications to Picture Processing" Proc.of 1990 Joint Technical Conference on Circuits/Systems,Computers and Communications. 489-494 (1990)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Yosiro SUHARA: "A Design Method of IIR Digital Filters Taking Acconut of Transition Band Characteristics" Proc.of 1990 Joint Technical Conference on Circuits/Systems,Computers and Communications. 501-506 (1990)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Tosiro KOGA: "Role of the Positive Real Function in the Signal Processing" 電子情報通信学会論文誌(E). E74. 1-11 (1991)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Akio MIYAZAKI: "A Consideration on Networks for Approximating and Interpolating a TwoーDimensional Signal" 電子情報通信学会論文誌(E). E74. (1991)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Toshiro KOGA: "Design of the 2-D IIR Digital Filter by using Interpolation" IEICE Technical Report. CAS89-84. (1989)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Akio MIYAZAKI: "Application of TimeーVarying Digital Filter Design Techniques to Adaptive Rejection of Random and/or Impulsive Noise in a Picture Signal" Proc. of Int. Symp. on Noise and Clutter Rejection in Radars and Imaging Sensors. 461-466 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Toshiro KOGA: "A Consideration on the Modeling of a Nonstationary ARMA Process" Trans. IEICE. Vol. E73, No. 11. 1805-1806 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Yoshiro SUHARA: "A Method of Designing IIR Digital Filters with Maximal Flatness in Passband and Prescribed Steepness in Transition Band" Trans. IEICE. Vol. E73, No. 11. 1807-1809 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Tosiro KOGA: "An Approximation Problem Concerning the Representation of the Nonstationary ARMA Process in Discrete Time" Proc. of International Symposium on Information Theory and Its Applications. 363-366 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Toshiro KOGA: "A Consideration on the Representation of a Nonstationary Gaussian Process in Continuous Time" Proc. of International Symposium on Information Theory and Its Applications. 367-370 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Haiyang GAO: "On the Locating of Transmission Zeros in the ARMA Modeling" Proc. of Joint Tech. Conf. on Circuits/Systems, Computers and Communications. 146-151 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Akio MIYAZAKI: "Matrix Representation of Operators in TwoーDimensional Signal Processing and its Applications to Picture Processing" Proc. of Joint Tech. Conf. on Circuits/Systems, Computers and Communications. 489-494 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Yosiro SUHARA: "A Design Method of IIR Digital Filters Taking Account of Transition Band Characteristics" Proc. of Joint Tech. Conf. on Circuits/Systems, Computers and Communications. 501-506 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Tosiro KOGA: "Role of the Positive Real Function in the Signal Processing" Trans. IEICE. Vol. E74, No. 1. 1-11 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Akio MIYAZAKI: "A Consideration on Networks for Approximating and Interpolating a TwoーDimensional Signal" Trans. IEICE. Vol. E74, No. 5. (1991)

    • Description
      「研究成果報告書概要(欧文)」より

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Published: 1993-08-12  

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