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Catalyst Design by Support Vector Machine

Research Project

Project/Area Number 22656183
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeSingle-year Grants
Research Field Catalyst/Resource chemical process
Research InstitutionShimane University (2011)
Tohoku University (2010)

Principal Investigator

OMATA Kohji  島根大学, 総合理工学部, 教授 (70185669)

Project Period (FY) 2010 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥2,530,000 (Direct Cost: ¥2,200,000、Indirect Cost: ¥330,000)
Fiscal Year 2011: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2010: ¥1,100,000 (Direct Cost: ¥1,100,000)
Keywords触媒設計 / ETG反応 / Friedel-Crafts反応 / 元素物性値 / 主成分分析 / k-means法 / サポートベクターマシーン / ガウシアンプロセス回帰
Research Abstract

The target of this research is an automated catalyst design by means of physicochemical properties of elements. Such methodology was not established in science of catalysis, and many important catalysts were discovered in accidental processes or by area bombing methodology. Recently non-linear regression methodology often succeeded in finding new catalysts. The regression models were constructed using activityes of a few model catalysts and physicochemical properties in the catalysts. In the present research, some steps in the process of the methodology, such as selections of the physicochemical properties and elements in model catalysts, were automated. Then it was applied to the catalyst design for ethanol-to-gasoline process.

Report

(3 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report
  • Research Products

    (16 results)

All 2011 2010

All Journal Article (10 results) (of which Peer Reviewed: 10 results) Presentation (4 results) Book (2 results)

  • [Journal Article] Screening of new additives to heteropoly acid catalyst for FriedelCrafts reaction by microwave heated HTS and by Gaussian process regression2011

    • Author(s)
      K. Omata
    • Journal Title

      Appl. Catal. A : Gen.

      Volume: vol.407 Issue: 1-2 Pages: 112-117

    • DOI

      10.1016/j.apcata.2011.08.030

    • Related Report
      2011 Annual Research Report 2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Screening of New Additives of Active-Carbon-Supported Heteropoly Acid Catalyst for FriedelCrafts Reaction by Gaussian Process Regression2011

    • Author(s)
      K. Omata
    • Journal Title

      Ind. Eng. Chem. Res.

      Volume: vol.50 Issue: 19 Pages: 10948-10954

    • DOI

      10.1021/ie102477y

    • Related Report
      2011 Annual Research Report 2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Screening of Supports and Additives for Heteropoly Acid Catalysts for Friedel-Crafts Reaction by High-throughput Screening and Data Mining2011

    • Author(s)
      K. Omata
    • Journal Title

      Journal of the Japan Petroleum Institute

      Volume: 54 Issue: 2 Pages: 114-118

    • DOI

      10.1627/jpi.54.114

    • NAID

      10028224863

    • ISSN
      1346-8804, 1349-273X
    • Related Report
      2011 Annual Research Report 2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Development of High-throughput Screening Reactor Using Microwave Heating and Screening of Solid Catalysts for Friedel-Crafts Reaction2011

    • Author(s)
      K. Omata, D. Nagao, M. Yamada
    • Journal Title

      Journal of the Japan Petroleum Institute

      Volume: 54 Issue: 1 Pages: 30-35

    • DOI

      10.1627/jpi.54.30

    • NAID

      10027974713

    • ISSN
      1346-8804, 1349-273X
    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Screening of Supports and Additives for Heteropoly Acid Catalyst for Friedel-Crafts Reaction by Means of High-throughput Screening and Data Mining2011

    • Author(s)
      K.Omata
    • Journal Title

      Journal of the Japan Petroleum Institute

      Volume: 54(2) Pages: 114-118

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] High-throughput Screening of Quaternary Oxide Catalysts for Friedel-Crafts Reaction2010

    • Author(s)
      K. Omata, Y. Yamzaki, Y. Kobayashi, M. Yamada
    • Journal Title

      Journal of the Japan Petroleum Institute

      Volume: 53 Issue: 5 Pages: 303-307

    • DOI

      10.1627/jpi.53.303

    • NAID

      10027627401

    • ISSN
      1346-8804, 1349-273X
    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Application of Response Surface Method using Rapid Screening, Support Vector Machine, and Multiple Regression on the Acidity and Activity of Si-Al-Zr Ternary Oxide2010

    • Author(s)
      K. Omata, Y. Yamazaki, Y. Kobayashi, M. Yamada
    • Journal Title

      J. Combi. Chem.

      Volume: vol.12, No.4 Issue: 4 Pages: 435-444

    • DOI

      10.1021/cc900188g

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Application of Response Surface Method using Rapid Screening, Support Vector Machine, and Multiple Regression on the Acidity and Activity of Si-Al-Zr Ternary Oxide2010

    • Author(s)
      K.Omata
    • Journal Title

      Journal of Combinatorial Chemistry

      Volume: 12(4) Pages: 435-444

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] High-throughput screening of quaternary oxides for Friedel-Crafts reaction2010

    • Author(s)
      K.Omata
    • Journal Title

      Journal of the Japan Petroleum Institute

      Volume: 53(5) Pages: 303-307

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Development of HTS Reactor Using Microwave Heating and Screening of Solid Catalysts for Friedel-Crafts Reaction2010

    • Author(s)
      K.Omata
    • Journal Title

      Journal of the Japan Petroleum Institute

      Volume: 54(1) Pages: 30-35

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] 元素物性値からの触媒性能の推定(2)マイクロ波加熱を用いるHTSによるFriedel-Crafts反応用触媒の探索2010

    • Author(s)
      小俣光司
    • Organizer
      第40回石油・石油化学討論会
    • Place of Presentation
      神戸(神戸国際会議場)
    • Year and Date
      2010-11-25
    • Related Report
      2011 Final Research Report
  • [Presentation] 元素物性値からの触媒性能の推定(2)マイクロ波加熱を用いるHTSによるFriedel-Crafts反応用触媒の探索2010

    • Author(s)
      小俣光司
    • Organizer
      第40回石油・石油化学討論会1A22
    • Place of Presentation
      神戸(神戸国際会議場)
    • Year and Date
      2010-11-25
    • Related Report
      2010 Annual Research Report
  • [Presentation] 元素物性値からの触媒性能の推定(1)応答曲面推定のためのラジアル基底関数とサポートベクターマシーンの比較2010

    • Author(s)
      小俣光司
    • Organizer
      化学工学会第42回秋季大会
    • Place of Presentation
      京都(同志社大学)
    • Year and Date
      2010-09-08
    • Related Report
      2011 Final Research Report
  • [Presentation] 元素物性値からの触媒性能の推定(1)応答曲面推定のためのラジアル基底関数とサポートベクターマシーンの比較2010

    • Author(s)
      小俣光司
    • Organizer
      化学工学会第42回秋季大会P301
    • Place of Presentation
      京都(同志社大学)
    • Year and Date
      2010-09-08
    • Related Report
      2010 Annual Research Report
  • [Book] Facile tool for prediction of cat-alytic activity in "Artificial Neural Net-works"2010

    • Author(s)
      K. Omata
    • Publisher
      INTECH
    • Related Report
      2011 Final Research Report
  • [Book] "Facile tool for prediction of catalytic activity" in "Artificial Neural Networks"2010

    • Author(s)
      K.Omata
    • Publisher
      INTECH, ISBN : 978-953-307-243-2
    • Related Report
      2010 Annual Research Report

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Published: 2010-08-23   Modified: 2016-04-21  

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