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ASSESSMENT OF EMVIRONMENTAL VARIABLES USING NEURAL NETWORK

Research Project

Project/Area Number 06680507
Research Category

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

Allocation TypeSingle-year Grants
Research Field 環境影響評価(含放射線生物学)
Research InstitutionTOTTORI UNIVERSITY

Principal Investigator

MATSUBARA Yuhei  TOTTORI UNIVERSITY FACULTY OF ENGINEERING,ASSOCIATE PROFESSOR, 工学部, 助教授 (60116374)

Co-Investigator(Kenkyū-buntansha) KUROIWA Masamitu  TOTTORI UNIVERSITY FACULTY OF ENGINEERING,RESERCH ASSOCIATE, 工学部, 助手 (10225279)
Project Period (FY) 1994 – 1995
Project Status Completed (Fiscal Year 1995)
Budget Amount *help
¥2,200,000 (Direct Cost: ¥2,200,000)
Fiscal Year 1995: ¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 1994: ¥1,700,000 (Direct Cost: ¥1,700,000)
KeywordsEnvironmental Impact Assessment / Ecological Model / Neural Network / 生態環境 / 沿岸域環境評価 / 水産動植物 / 環境要因評価法 / 現地調査 / 定量的環境評価 / 感度解析
Research Abstract

The artificial neural network can be used to solve the problems of environmental evaluation and classification. With more of the physical and ecological data that were collected in the previous field research, the more successful neural netowork was to be set up. The structure of the neural network and the number of the learning cycle are very important factors. In this research the network showed the highest recognition results when the architecture of the network was five layrs network. Also the sensitivity analysis was verified to be very effective method in order to analyze the relationship between environmental variables and coastal zone environments.

Report

(3 results)
  • 1995 Annual Research Report   Final Research Report Summary
  • 1994 Annual Research Report
  • Research Products

    (20 results)

All Other

All Publications (20 results)

  • [Publications] 松原雄平: "ニューラルネットワークを利用した環境評価モデルに関する研究" 海岸工学論文集. 42. 1141-1145 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 松原雄平: "Assessment of marine environmental variavles using artificial neural network" International Conference on Ecological System Enhancement Technology for Aquatic Environments. 447-452 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 松原雄平: "ニューラルネットワークによる環境評価モデル" 日本水産工学会学術講演会論文集. 73-74 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 松原雄平: "ニューラルネットワークによる干潟環境評価モデルに関する研究" 日本水産工学学術講演会論文集. (印刷中). (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Yuhei Matsubara: "Environmental Impact Assessment by Neural Network" Proceedings of the annual meeting of the Japan Society of Fisheries Engineering. 21-22 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Yuhei Matsubara: "Evaluation System of Environmental Variables by Neural Network" Proceedings of Civil Engineering in the Ocean. 141-146 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Yuhei Matsubara: "Ecological Environment Assessment by Neural Nework" Proceedings of Coastal Engineering. 1136-1140 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Yuhei Matsubara: "Assessment of environmental variables using artificial neural network" Proceedings of the International Conference of Sustainable Construction. 233-240 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Yuhei Matsubara: "Coastal Zone Environmental Assessment by Neural Network" Proceedings of International Conference of Ecological System Enhancement Technology for Aquatic Environments. 447-452 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Yuhei Matsubara: "Environmental Assessment Model by using Neural Network" Proceedings of the annual meeting of the Japan Society of Fisheries Engineering. 73-74 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Yuhei Matsubara: "Environmental Assessment Model by using Neural Network" Proceedings of Coastal Engineering. 1141-1145 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Yuhei Matsubara: "The Assessment Model of Wetland Environment by Neural Network" Proceedings of the annual meeting of the Japan Society of Fisheries Engineering. (in printing). (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 松原雄平: "ニューラルネットワークを利用した環境評価モデルに関する研究" 海岸工学論文集. 42巻. 1141-1145 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] Matsubara Y.: "Assessment of marine environmental variavles using artificial neural network" International Conference on Ecological System Enhancement Technology for Aquatic Environments. 447-452 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 松原雄平: "ニューラルネットワークによる環境評価モデル" 日本水産工学会学術講演会論文集. 73-74 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 松原雄平: "ニューラルネットワークによる干潟環境評価モデルに関する研究" 日本水産工学学術講演会論文集. (印刷中). (1996)

    • Related Report
      1995 Annual Research Report
  • [Publications] 松原雄平・野田英明: "ニューラルネットワークを用いた環境要因評価法に関する研究" 平成6年度日本水産工学会学術講演会講演論文集. 21-22 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] 松原雄平・野田英明: "ニューラルネットワークを用いた環境要因評価法" 海洋開発論文集. 10. 141-146 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] 松原雄平・野田英明: "ニューラルネットワークによる生態系環境評価システムの開発" 海洋工学論文集. 41. 1136-1140 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] Yuhei Matsubara,Hideaki Noda and Wataru Shiraki: "Assessment ot environemntal variables using artificial neural network" Proceeding of the First International Conference of Building Research Studies and Decuwetation. 233-240 (1994)

    • Related Report
      1994 Annual Research Report

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Published: 1994-04-01   Modified: 2016-04-21  

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