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1992 Fiscal Year Final Research Report Summary

Environmental Evaluation of Seto Inland Sea by Remote Sensing

Research Project

Project/Area Number 02302086
Research Category

Grant-in-Aid for Co-operative Research (A)

Allocation TypeSingle-year Grants
Research Field Informatics
Research InstitutionThe University of Tokushima

Principal Investigator

OMATU Sigeru  University of Tokushima, Faculty of Engineering, Professor, 工学部, 教授 (30035662)

Co-Investigator(Kenkyū-buntansha) YOSHIDA Tomoji  Tokushima Bunri University, Faculty of Engineering, Research Associate, 工学部, 助手 (80220656)
NARITA Kenich  Hiroshima University, Faculty of Engineering, Lecturer, 工学部, 講師 (20189210)
UKITA Masao  Yamaguchi University, Faculty of Engineering, Professor, 工学部, 教授 (60035061)
TAZAKI Saburo  Ehime University, Faculty of Engineering, Professor, 工学部, 教授 (00036394)
SUGA Yuzo  Hirosima Institute of Technology, Faculty of Engineering, Associate Professor, 工学部, 助教授 (20133548)
Project Period (FY) 1990 – 1992
Keywordsremote sensing / environmental data base / LANDSAT / NOAA / SPOT / neural networks / ERS-1 / JERS-1
Research Abstract

Recently, various environmental problems such as acid rain problem,green house effect, and ozonn layer damage have been focused on sice those problems are serious for our lives in the future. In this study, we have considered environmental evaluation in Seto Inland Sea by remote sensing data analysis. Especially, a green house effect problem has become important from global environmental viewpoints. For such a problem, the remote sensing technique is suitable for getting an environmental situation in a wide, range. But in order to get the environmental situation as a two-dimensional image, we need the environmental data on the surface, which are called grand truth data. Therefore, in 1990 we have gathered the water pollution data in Seto Inland Sea which have been distributed in Chugoku or Shikoku areas and constructed the data base about the ground truth data. Then in 1991 we have analysed the LANDSAT TM data in Seto Inland Sea by using the remote sensing analysis and ground truth data. Finally, in 1992 we have discussed the error between the obtained image and the ground truth data. Furthermore, we have introduced a new remote sensing method based on neural networks in order to obtain more precise classification results compared with a conventional Bayesian method.

  • Research Products

    (14 results)

All Other

All Publications (14 results)

  • [Publications] Minoru Fukumi and Sigeru Omatu: "A New Back-Propagation Algorithm with Coupled Neuron" IEEE Trans.on Neural Networks. 2. 535-538 (1991)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 大松 繁: "ニューラルネットワークによる適応制御" 電気学会雑誌. 112. 503-506 (1992)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 竹田 史章,大松 繁,井上 卓,尾波 宰三: "フーリェ変換を前処理とするニューラルネットワークによる紙幣識別" システム制御情報学会論文誌. 5. 265-273 (1992)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 福見 稔,大松 繁,竹田 史章,小坂 利寿: "パターンの回転に不変な認識を行うエッジ検出機構を有するニューラルネットワーク" 電気学会論文誌C(電子・情報・システム部門誌). 112. 457-464 (1992)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 大松 繁: "ニューロコントロールと適応制御" システム/制御/情報(システム制御情報学会誌). 36. 769-775 (1992)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Julio Tanomaru & Sigeru Omatu: "Process Control by On-line Trained Neural Controllers" IEEE Trans.on Industrial Electronics. 39. 511-521 (1992)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 中村 英夫(編),大松 繁(分筆): "都市と環境" ぎょうせい, 472 (1993)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Minoru Fukumi and Sigeru Omatu: "A New Back-Propagation Algorithm with Coupled Neuron." IEEE Trans. on Neural Networks. Vol.2, No.5. 535-538 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Sigeru Omatu: "Adaptive Control by Neural Networks." Journal of IEE of Japan. Vol.112, No.7. 503-506 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Fumiaki Takeda, Sigeru Omatu, Suguru Inoue, and Saizo Onami: "Bill Money Recognition by Neural Networks with Preprocessing of Fourier Transform." Trans. of Systems, Control, and Information Engineers. Vol.5, No.7. 265-273 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Minoru Fukumi, Sigeru Omatu, Fumiaki Takeda, and Toshihisa Kosaka: "Neural Networks Invariant for Rotation and with Edge Detection Mechanism." Trans. of IEE of Japan. Vol.112, No.8. 457-464 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Sigeru Omatu: "Neuro-Control and Adaptive Control." Journal of Systems, Control, and Information Engineers. Vol.36, No.12. 769-775 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Julio Tanomaru and Sigeru Omatu: "Process Control by On-line Trained Controllers." IEEE Trans. on Industrial Electronics. Vol.39, No.6. 511-521 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Edited by Hideo Nakamura, Sigeru Omatu: Gyosei Pub.Co. Tokyo. Urbin Dynamics and Environment, 137-143 (1993)

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

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Published: 1994-03-24  

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