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Linear algebraic methods of image reconstruction and their applications to plasma measurements.

Research Project

Project/Area Number 08680511
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field プラズマ理工学
Research InstitutionToyama Kenritu University

Principal Investigator

IWAMA Naofumi  Toyama Kenritsu University, Department of Electronics and Informatics, Professor, 工学部, 教授 (30023253)

Co-Investigator(Kenkyū-buntansha) HOSODA Yohsuke  Toyama Kenritsu University, Department of Electronics and Informatics, Research, 工学部, 助手 (80264951)
Project Period (FY) 1996 – 1997
Project Status Completed (Fiscal Year 1997)
Budget Amount *help
¥2,400,000 (Direct Cost: ¥2,400,000)
Fiscal Year 1997: ¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 1996: ¥1,900,000 (Direct Cost: ¥1,900,000)
Keywordsplasma measurement / image reconstruction method / computed tomography / hard x-ray imaging / singular value decomposition / QR decomposition / fast algorithm / minimum GCV criterion / プラズマ撮像 / 像画構成法
Research Abstract

Linear algebraic methods of image reconstruction from integral transform values have been developed for the purpose of plasma diagnostics, and examined in applications to the computed tomography (CT) of laboratory plasmas and to a hard X-ray imaging of the sun.
1.(1) The Tikhonov-Phillips regularization method, that is, the standard method using the singular value decomposition for solving ill-posed linear equations, and (2) a new method based on a triple use of the QR decomposition (QRD) were examined and compared in application to a visible line emission CT in a small tokamak of Nagoya University. Fourier-like analysis was made in regarding the numerically generated basis systems of image and projection, and the two methods were found practically equivalent in imaging.
2.Improving the QRD method was made on a more efficient algorithm of double QRD and on using the generalized cross validation (GCV) as a statistical criterion for optimization. Good results with a notable reduction in computing time was obtained on the above CT experiment.
3.The above methods were applied to the data processing of the hard x-ray telescope (HXT) onboard the solar observation satellite Yohkoh, and poor results were obtained in imaging the narrow peaks of solar flare. Useful aspect was obtained on the excellence of the maximum entropy method, that is, a nonlinear regularization which gave a superresolution in imaging from very small number of data.
4.The Tikhonov regularization and its optimization with GCV were applied on the ill-posed normal equation in series expansion method and examined on the soft x-ray emission CT in the French tokamak Tore Supra with strong angular limitation and low SN ratio. Imrovement was obtained on the Fourier-Bessel expansion model having higher modes for MHD oscillation imaging.

Report

(3 results)
  • 1997 Annual Research Report   Final Research Report Summary
  • 1996 Annual Research Report
  • Research Products

    (6 results)

All Other

All Publications (6 results)

  • [Publications] 寺崎 奈緒美, 岩間 尚文, 細田 陽介: "Tikohonov正則化と最小GCV規準による疎データCT像再構成-プラズマ画像への応用-" 電子情報通信学会誌D-II. vol.J81-D-II No.1. 93-100 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] 寺崎 奈緒美, 細田 陽介, 岩間 尚文: "3回QR分解を用いた直接法による疎データCT像再構成" 電子情報通信学会誌D-II. vol.J81-D-II No.1. 37-44 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] N.Terasaki, N.Iwama and Y.Hosoda: "Sparse-data CT image reconstruction by the method of Tikhonov-Phillipsregularization and GCV : its application to plasma Images." Trans.of IEICE D-II. vol.J81-D-II,no.1. 93-100 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] N.Terasaki, Y.Hosoda and N.Iwama: "Sparse-data CT image reconstruction by the method using triple QR decomposition" Trans.of IEICE D-II. vol.J81-D-II,no.1. 37-44 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] 寺崎奈緒美、 岩間尚文、 細田陽介: "Tikohonov正則化と最小GCV基準による疎データCT像再構成-プラズマ画像への応用-" 電子情報通信学会論文誌 D-II. Vol.J81-D-II NO.1. 93-100 (1998)

    • Related Report
      1997 Annual Research Report
  • [Publications] 寺崎奈緒美、 細田陽介、 岩間尚文: "3回QR分解を用いた直接法による疎データCT像再構成" 電子情報通信学会論文誌 D-II. Vol.J81-D-II NO.1. 37-44 (1998)

    • Related Report
      1997 Annual Research Report

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Published: 1996-04-01   Modified: 2016-04-21  

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