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Development-of Evaluation System of Aesthetics of Landscape with Bridge Using Artificial Neural Networks

Research Project

Project/Area Number 03650382
Research Category

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

Allocation TypeSingle-year Grants
Research Field 土木構造
Research InstitutionTottori University

Principal Investigator

SHIRAKI Wataru  Tottori University, Engineering, Associate Professor, 工学部, 助教授 (30032288)

Co-Investigator(Kenkyū-buntansha) MATSUHO Shigeyuki  Tottori University, Engineering, Research Associate, 工学部, 助手 (90157347)
Project Period (FY) 1991 – 1992
Project Status Completed (Fiscal Year 1992)
Budget Amount *help
¥1,500,000 (Direct Cost: ¥1,500,000)
Fiscal Year 1992: ¥300,000 (Direct Cost: ¥300,000)
Fiscal Year 1991: ¥1,200,000 (Direct Cost: ¥1,200,000)
KeywordsNeural network / Arch bridge / Well-shaped beauty / Psychological vector / Harmony with landscape / Landscape with bridge / Color coordinate / Evaluation system of aesthetics / ニュ-ラルネットワ-ク / ア-チ橋
Research Abstract

In this research, an evaluation system of aesthetics of landscape with bridge was developed by using artificial neural networks. The main results are as follows :
1.For an arch bridge 43 evaluation items of aesthetics of landscape with bridge were considered, and then 20 items which affect aesthetics of landscape with bridge were determined by the use of the developed system. The neural network used in this system was trained successfully based on the results of questionnaires which were performed using 94 black-and-white photographs of arch bridges. Carrying out the sensitivity analysis, the effects of these 20 items on aesthetics of landscape with arch bridge were discussed.
2.In order to consider the color effects on aesthetics of landscape with bridges, 25 pairs of color and black-and-white photographs of arch bridges were used for questionnaires. For an arch bridge 53 evaluation items including color effects were selected, and the neural network was trained successfully. The sensitivity analysis was carried our for both color and black-and-white photographs. It was clarified that the color effects strongly affect the aesthetics of landscape with bridge.

Report

(3 results)
  • 1992 Annual Research Report   Final Research Report Summary
  • 1991 Annual Research Report
  • Research Products

    (17 results)

All Other

All Publications (17 results)

  • [Publications] 白木 渡: "ニューラルネットによるアーチ橋の景観評価システム" 構造工学論文集. 37A. 687-697 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 白木 渡: "橋梁と景観" 鳥取大学公開講座テキスト. 19-28 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 松保 重之: "ニューラルネットによる降雨での斜面の安全性評価システム" 土木学会第46回年次学術講演会講演概要集(第1部). 784-785 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 白木 渡: "色彩を考慮した橋梁の景観設計へのニューラルネットワークの適用" 鳥取大学工学部研究報告. 23. 87-98 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 白木 渡: "色彩を考慮したアーチ橋の景観設計へのニューラルネットワークの適用" 構造工学論文集. 39A. (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] Noboru Yasuda: "Assessment of Deteriorating Rein forced Concrete Structures Using Artificial Neural Networks" Proc.of ISUMA′93. (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] W.Shiraki: "Evaluation System of Aesthetics of Landscape with Bridge by Neural Networks" Jour.of Structural Engineering (in Japanese). Vol.37A. 687-697 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] W.Shiraki: "Landscape with Bridges" Textbook of Extension Lectures of Tottori University (in Japanese). 19-28 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] W.Shiraki: "Consideration of Color Effects on Aesthetics of Landscape with Bridges by Neural Networks" Reports of the Faculty of Engineering, Tottori University (in Japanese). Vol.23, No.1. 87-98 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] W.Shiraki: "Consideration of Color Effects on Aesthetics of Landscape with Arch Bridges by Neural Networks" Jour.of Structural Engineering (in Japanese). Vol.39A. (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] N.Yasuda: "Assessment of Deteriorating Reinforced Concrete Structures Using Artificial Neural Networks" Proc.of ISUMA'93. (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 白木 渡: "色彩を考慮した橋梁の景観設計へのニューラルネットワークの適用" 鳥取大学工学部研究報告. 23. 87-98 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 白木 渡: "色彩を考慮したアーチ橋の景観設計へのニューラルネットワークの適用" 構造工学論文集. 38A. (1993)

    • Related Report
      1992 Annual Research Report
  • [Publications] N.Yasuda: "Assessment of Deteriorating Reinforced Concrete Structures Using Artificial Neural Networks" Proc,of International Symposium on Uncertainty Modeling and Analysis (ISUMA'93). 2. (1993)

    • Related Report
      1992 Annual Research Report
  • [Publications] 白木 渡: "ニュ-ラルネットによるア-チ橋の景観評価システム" 構造工学論文集. 37A. 687-697 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 白木 渡: "橋梁と景観" 鳥取大学公開講座テキスト. 19-28 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 松保 重之: "ニュ-ラルネットによる降愛下での斜面の安全性評価システム" 土木学会第46回年次学術講演会 講演概要集(第1部). 784-785 (1991)

    • Related Report
      1991 Annual Research Report

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Published: 1991-04-01   Modified: 2016-04-21  

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