• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

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
Project Status Completed (Fiscal Year 1990)
Budget Amount *help
¥6,600,000 (Direct Cost: ¥6,600,000)
Fiscal Year 1990: ¥700,000 (Direct Cost: ¥700,000)
Fiscal Year 1989: ¥5,900,000 (Direct Cost: ¥5,900,000)
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 / 正実関数と信号処理 / 巡回形ディジタルフィルタ / パワ-スペクトルの零点の推定 / 画像演算子の表現 / 画像信号のモデリング / 信号処理 / パルス性ノイズの平滑化 / 画像の予測誤差
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

Report

(3 results)
  • 1990 Annual Research Report   Final Research Report Summary
  • 1989 Annual Research Report
  • Research Products

    (34 results)

All Other

All Publications (34 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
    • Related Report
      1990 Final Research Report Summary
  • [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
    • Related Report
      1990 Final Research Report Summary
  • [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
    • Related Report
      1990 Final Research Report Summary
  • [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
    • Related Report
      1990 Final Research Report Summary
  • [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
    • Related Report
      1990 Final Research Report Summary
  • [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
    • Related Report
      1990 Final Research Report Summary
  • [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
    • Related Report
      1990 Final Research Report Summary
  • [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
    • Related Report
      1990 Final Research Report Summary
  • [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
    • Related Report
      1990 Final Research Report Summary
  • [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
    • Related Report
      1990 Final Research Report Summary
  • [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
    • Related Report
      1990 Final Research Report Summary
  • [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
    • Related Report
      1990 Final Research Report Summary
  • [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
    • Related Report
      1990 Final Research Report Summary
  • [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
    • Related Report
      1990 Final Research Report Summary
  • [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
    • Related Report
      1990 Final Research Report Summary
  • [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
    • Related Report
      1990 Final Research Report Summary
  • [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
    • Related Report
      1990 Final Research Report Summary
  • [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
    • Related Report
      1990 Final Research Report Summary
  • [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
    • Related Report
      1990 Final Research Report Summary
  • [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
    • Related Report
      1990 Final Research Report Summary
  • [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
    • Related Report
      1990 Final Research Report Summary
  • [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
    • Related Report
      1990 Final Research Report Summary
  • [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)

    • Related Report
      1990 Annual Research Report
  • [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. 1907-1809 (1990)

    • Related Report
      1990 Annual Research Report
  • [Publications] Tosiro KOGA: "An Approximation Problem Concerning the Representation of the Nonstationary ARMA Process in Discrete Time" Proceedings of 1990 International Symposium on Information Theory and Its Applications. 363-366 (1990)

    • Related Report
      1990 Annual Research Report
  • [Publications] Tosiro KOGA: "A Consideration on the Representation of a Nonstationary Gaussian Process in Continuous Time" Proceedings of 1991 International Symposium on Information Theory and Its Applications. 367-370 (1990)

    • Related Report
      1990 Annual Research Report
  • [Publications] Akio MIYAZAKI: "Matrix Representation of Operators in TwoーDimensional Signal Processing and its Applications to Picture Processing" Proceedings of 1990 Joint Technnical Conference on Circuits/Systems,Computers and Communications. 489-494 (1990)

    • Related Report
      1990 Annual Research Report
  • [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)

    • Related Report
      1990 Annual Research Report
  • [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" 電子情報通信学会技術報告. CAS89ー84. 87-93 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] 古賀利郎: "ARMA過程に対するスペクトル分析の一方法" 電子情報通信学会技術報告. CAS89ー82. 73-79 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] 古賀利郎: "ARMAモデルによる定常時系列の取扱いの回路論的基礎" 電子情報通信学会技術報告. CAS89ー81. 69-71 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] Akio MIYAZAKI: "Application of time-varying digital filter design techniques to adaptive rejection of random and/or impulsive noise in a picture signal" Proceedings of International Symposium on Noise and Clutter Rejection in Radars and Imaging Sensors. 461-466 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] 古賀利郎: "ある種の画像ノイズのモデリングおよびフィルタリングについて" 電子情報通信学会技術報告. CAS89ー. (1990)

    • Related Report
      1989 Annual Research Report
  • [Publications] 宮崎明雄: "画像信号の補間における誤差信号の分布について" 電子情報通信学会技術報告. CAS89ー. (1990)

    • Related Report
      1989 Annual Research Report

URL: 

Published: 1989-04-01   Modified: 2016-04-21  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi