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Design of anatase type solid solution photocatalyst by using neural network

Research Project

Project/Area Number 18560744
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Catalyst/Resource chemical process
Research InstitutionAichi Institute of Technology

Principal Investigator

HATTORI Tadashi  Aichi Institute of Technology, 工学部, 教授 (50023172)

Co-Investigator(Kenkyū-buntansha) KITO Shigeharu  愛知工業大学, 経営情報科学部, 教授 (20023343)
HIRANO Masanori  愛知工業大学, 工学部, 教授 (60267888)
Project Period (FY) 2006 – 2008
Project Status Completed (Fiscal Year 2008)
Budget Amount *help
¥4,010,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥510,000)
Fiscal Year 2008: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2007: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2006: ¥1,800,000 (Direct Cost: ¥1,800,000)
Keywordsニューラルネットワーク / 制御因子解析 / 触媒活性 / チタニア / 固溶型アナターゼ / 光触媒 / 固溶アナターゼ
Research Abstract

ニューラルネットワークによる新規触媒設計支援システム開発の資とすることを目的として、触媒活性制御因子の解析システムを構築し、その妥当性を検証した。また、新規な固溶型アナターゼ光触媒を穏和な条件で直接合成し、水中有機物の光触媒分解を例として、光触媒活性を測定した。さらに、上記の解析システムを固溶型アナターゼ光触媒に応用し、実験化学者の感覚と対比しながら、触媒設計支援システムへの展開について考察した。

Report

(4 results)
  • 2008 Annual Research Report   Final Research Report ( PDF )
  • 2007 Annual Research Report
  • 2006 Annual Research Report
  • Research Products

    (27 results)

All 2008 2007 2006 Other

All Journal Article (13 results) (of which Peer Reviewed: 9 results) Presentation (14 results)

  • [Journal Article] Application of neural network to the analysis of factors controlling catalytic properties2008

    • Author(s)
      T. Hattori, S. Kito
    • Journal Title

      Complexity International on line, 12, msid11

    • Related Report
      2008 Final Research Report
    • Peer Reviewed
  • [Journal Article] Direct formation of new, phase-stable, and photoactive anatase- type Ti_<1-2X>Nb_XSc_XO_2 solid solution nano- particles by hydrothermal method2008

    • Author(s)
      M. Hirano, T. Itoh
    • Journal Title

      Materials Research Bulletin 43

      Pages: 2196-2206

    • Related Report
      2008 Final Research Report
    • Peer Reviewed
  • [Journal Article] Application of neural network to the analysis of factors controlling catalytic properties2008

    • Author(s)
      服部 忠
    • Journal Title

      Complexity International (on line) 12(msidll)

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Direct formation of new, phase-stable, and photoactive anatase-type Ti_<1-2x>Nb_xSc_xO_2 solid solution nanoparticles by hydrothermal method2008

    • Author(s)
      平野正典
    • Journal Title

      Materials Research Bulletin 43

      Pages: 2196-2206

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Partial Differen- tiation of Neural Network for the Analysis of Factors Controlling Catalytic Activity2007

    • Author(s)
      T. Hattori, S. Kito
    • Journal Title

      Applied Catalysis A : General 327

      Pages: 157-163

    • Related Report
      2008 Final Research Report
    • Peer Reviewed
  • [Journal Article] Analysis of Catalytic Performance by Partial Differentiation of Neural Network Pattern2007

    • Author(s)
      S. Kito, T. Hattori
    • Journal Title

      Chemical Engineering Science 62

      Pages: 5575-78

    • Related Report
      2008 Final Research Report
    • Peer Reviewed
  • [Journal Article] Partial Differentiation of Neural Network for the Analysis of Factors Controlling Catalytic Activity2007

    • Author(s)
      服部 忠
    • Journal Title

      Applied Catalysis A: General 327

      Pages: 157-163

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Analysis of Catalytic Performance by Partial Differentiation of Neural Network Pattern2007

    • Author(s)
      鬼頭 繁治
    • Journal Title

      Chemical Engineering Science 62

      Pages: 5575-5578

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Analysis of Factors Controlling Catalytic Activity by Neural Network2006

    • Author(s)
      T. Hattori, S. Kito
    • Journal Title

      Catalysis Today 111

      Pages: 328-332

    • Related Report
      2008 Final Research Report
    • Peer Reviewed
  • [Journal Article] Response to comment on "Design of a propane ammoxidation catalyst using artificial neural networks and genetic algorithms"2006

    • Author(s)
      S. Kito, T. Hattori
    • Journal Title

      Industrial and Engineering Chemistry, Research 45

      Pages: 8225-6

    • Related Report
      2008 Final Research Report
  • [Journal Article] Contributions of three types of Ga sites in propane aromatization over Ga_2O_3/ Ga-MOR catalysts2006

    • Author(s)
      A. Satsuma, A. Gon-no, K. Nishi, S. Komai, T. Hattori
    • Journal Title

      Studies in Surface Science and Catalysis 159

      Pages: 257-260

    • Related Report
      2008 Final Research Report
  • [Journal Article] Analysis of Factors Controlling Catalytic Activity by Neural Network2006

    • Author(s)
      服部 忠
    • Journal Title

      Catalysis Today 111

      Pages: 328-328

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Analysis of Catalytic Performance by Partial Differentiation of Neural Network Pattern

    • Author(s)
      鬼頭 繁治
    • Journal Title

      Chemical Engineering Science 印刷中

    • Related Report
      2006 Annual Research Report
  • [Presentation] Applicability of Neural Network for the Analysis of Factors Controlling Catalytic Activity2008

    • Author(s)
      T. Hattori, S. Kito
    • Organizer
      14th International Congress on Catalysis
    • Place of Presentation
      Seoul, Korea(PII-22-04)
    • Related Report
      2008 Final Research Report
  • [Presentation] Applicability Test of Neural Network to Analysis of Factors Controlling Catalytic Activity by Using Model Data2008

    • Author(s)
      T. Hattori, S. Kito
    • Organizer
      18th International Congress on Chemical and Process Engineering
    • Place of Presentation
      Praha, Czech(P7.103)
    • Related Report
      2008 Final Research Report
  • [Presentation] Applicability of Neural Network for the Analysis of Factors Controlling Catalytic Activity2008

    • Author(s)
      服部 忠
    • Organizer
      第14回国際触媒会議
    • Place of Presentation
      ソウル、韓国
    • Related Report
      2008 Annual Research Report
  • [Presentation] Applicability Test of Neural Network to Analysis of Factors Controlling Catalytic Activity by Using Model Data2008

    • Author(s)
      服部 忠
    • Organizer
      第18回化学及びプロセス工学国際会議
    • Place of Presentation
      プラハ、チェコ
    • Related Report
      2008 Annual Research Report
  • [Presentation] Application of Neural Network to the Analysis of Factors Controlling Photocatalytic Activity of Doped Titania2007

    • Author(s)
      服部 忠
    • Organizer
      1st Regional Conference on Computational Science and Technologies
    • Place of Presentation
      コタキナバル、マレイシア
    • Year and Date
      2007-11-30
    • Related Report
      2007 Annual Research Report
  • [Presentation] ニューラルネットワークによる触媒活性制御因子の推定:数学的モデルによる適用範囲の検討2007

    • Author(s)
      服部 忠
    • Organizer
      第100回触媒討論会A
    • Place of Presentation
      北海道大学
    • Year and Date
      2007-09-19
    • Related Report
      2007 Annual Research Report
  • [Presentation] Structure-activity and spectrum-activity relationships in propane aromatization on Ga2O3/Ga-MOR as examined by neural network2007

    • Author(s)
      服部 忠
    • Organizer
      EUROPACAT VIII(第8回ヨーロッパ触媒会議)
    • Place of Presentation
      トゥルク、フィンランド
    • Year and Date
      2007-08-30
    • Related Report
      2007 Annual Research Report
  • [Presentation] Structure-activity and spectrumactivity relationships in propane aromaticzation on Ga_2O_3/Ga-MOR as examined by neural network2007

    • Author(s)
      T. Hattori, A. Gon-no, K. Nishi, A. Satsuma, S. Kito
    • Organizer
      8th European Catalysis Forum
    • Place of Presentation
      Turku, Finland(P16_16)
    • Related Report
      2008 Final Research Report
  • [Presentation] ニューラルネットワークによる触媒活性制御因子の推定 : 構造活性相関とスペクトル活性相関2007

    • Author(s)
      服部忠、鬼頭繁治
    • Organizer
      第100回触媒討論会A
    • Place of Presentation
      (3I19)
    • Related Report
      2008 Final Research Report
  • [Presentation] Application of Neural Network to the Analysis of Factors Controlling Photocatalytic Activity of Doped Titania2007

    • Author(s)
      T. Hattori, M. Hirano, S. Kito
    • Organizer
      Proceedings of 1st Regional Conference of Computer Science and Technology
    • Place of Presentation
      Kota Kinabalu, Malaysia(349-353)
    • Related Report
      2008 Final Research Report
  • [Presentation] Analysis of Catalytic Performance by Partial Differentiation of Neural Network Pattern2006

    • Author(s)
      S. Kito, T. Hattori
    • Organizer
      19th International Symposium of Chemical Reaction Engineering, P2 194
    • Place of Presentation
      Potsdam, Germany
    • Related Report
      2008 Final Research Report
  • [Presentation] ニューラルネットワークによる触媒活性制御因子の推定 : 構造活性相関とスペクトル活性相関2006

    • Author(s)
      服部忠
    • Organizer
      第98回触媒討論会A依頼講演
    • Place of Presentation
      富山
    • Related Report
      2008 Final Research Report
  • [Presentation] ニューラルネットワークによる触媒活性支配因子の解析2006

    • Author(s)
      服部忠、鬼頭繁治
    • Organizer
      第37回中部化学関係学協会支部連合秋季大会
    • Place of Presentation
      豊田(2I02)
    • Related Report
      2008 Final Research Report
  • [Presentation] Sensitivity Analysis of Factors Controlling Catalytic Activity by Neural Network2006

    • Author(s)
      S. Kito, T. Hattori
    • Organizer
      4th Asia Pacific Congress on Catalysis
    • Place of Presentation
      Singapore, Singpore(A4-P2)
    • Related Report
      2008 Final Research Report

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Published: 2006-04-01   Modified: 2016-04-21  

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