Design of anatase type solid solution photocatalyst by using neural network

• Project/Area Number: 18560744
• Research Category: Grant-in-Aid for Scientific Research (C)
• Allocation Type: Single-year Grants
• Section: 一般
• Research Field: Catalyst/Resource chemical process
• Research Institution: Aichi 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: ¥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。

Research Products

• [Journal Article] Application of neural network to the analysis of factors controlling catalytic properties (2008)
  • Author(s): T. Hattori, S. Kito
  • Journal Title: Complexity International on line, 12, msid11
  • 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 method (2008)
  • Author(s): M. Hirano, T. Itoh
  • Journal Title: Materials Research Bulletin 43 Pages: 2196-2206
  • Peer Reviewed
• [Journal Article] Application of neural network to the analysis of factors controlling catalytic properties (2008)
  • Author(s): 服部 忠
  • Journal Title: Complexity International (on line) 12(msidll)
  • 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 method (2008)
  • Author(s): 平野正典
  • Journal Title: Materials Research Bulletin 43 Pages: 2196-2206
  • Peer Reviewed
• [Journal Article] Partial Differen- tiation of Neural Network for the Analysis of Factors Controlling Catalytic Activity (2007)
  • Author(s): T. Hattori, S. Kito
  • Journal Title: Applied Catalysis A : General 327 Pages: 157-163
  • Peer Reviewed
• [Journal Article] Analysis of Catalytic Performance by Partial Differentiation of Neural Network Pattern (2007)
  • Author(s): S. Kito, T. Hattori
  • Journal Title: Chemical Engineering Science 62 Pages: 5575-78
  • Peer Reviewed
• [Journal Article] Partial Differentiation of Neural Network for the Analysis of Factors Controlling Catalytic Activity (2007)
  • Author(s): 服部 忠
  • Journal Title: Applied Catalysis A: General 327 Pages: 157-163
  • Peer Reviewed
• [Journal Article] Analysis of Catalytic Performance by Partial Differentiation of Neural Network Pattern (2007)
  • Author(s): 鬼頭 繁治
  • Journal Title: Chemical Engineering Science 62 Pages: 5575-5578
  • Peer Reviewed
• [Journal Article] Analysis of Factors Controlling Catalytic Activity by Neural Network (2006)
  • Author(s): T. Hattori, S. Kito
  • Journal Title: Catalysis Today 111 Pages: 328-332
  • 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
• [Journal Article] Contributions of three types of Ga sites in propane aromatization over Ga_2O_3/ Ga-MOR catalysts (2006)
  • 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
• [Journal Article] Analysis of Factors Controlling Catalytic Activity by Neural Network (2006)
  • Author(s): 服部 忠
  • Journal Title: Catalysis Today 111 Pages: 328-328
• [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
• [Presentation] Applicability of Neural Network for the Analysis of Factors Controlling Catalytic Activity (2008)
  • Author(s): T. Hattori, S. Kito
  • Organizer: 14th International Congress on Catalysis
  • Place of Presentation: Seoul, Korea(PII-22-04)
• [Presentation] Applicability Test of Neural Network to Analysis of Factors Controlling Catalytic Activity by Using Model Data (2008)
  • Author(s): T. Hattori, S. Kito
  • Organizer: 18th International Congress on Chemical and Process Engineering
  • Place of Presentation: Praha, Czech(P7.103)
• [Presentation] Applicability of Neural Network for the Analysis of Factors Controlling Catalytic Activity (2008)
  • Author(s): 服部 忠
  • Organizer: 第14回国際触媒会議
  • Place of Presentation: ソウル、韓国
• [Presentation] Applicability Test of Neural Network to Analysis of Factors Controlling Catalytic Activity by Using Model Data (2008)
  • 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
• [Presentation] Application of Neural Network to the Analysis of Factors Controlling Photocatalytic Activity of Doped Titania (2007)
  • 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
• [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
• [Presentation] Structure-activity and spectrum-activity relationships in propane aromatization on Ga2O3/Ga-MOR as examined by neural network (2007)
  • 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
• [Presentation] Structure-activity and spectrumactivity relationships in propane aromaticzation on Ga_2O_3/Ga-MOR as examined by neural network (2007)
  • 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)
• [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)
• [Presentation] Application of Neural Network to the Analysis of Factors Controlling Photocatalytic Activity of Doped Titania (2007)
  • 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)
• [Presentation] Analysis of Catalytic Performance by Partial Differentiation of Neural Network Pattern (2006)
  • Author(s): S. Kito, T. Hattori
  • Organizer: 19th International Symposium of Chemical Reaction Engineering, P2 194
  • Place of Presentation: Potsdam, Germany
• [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
• [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)
• [Presentation] Sensitivity Analysis of Factors Controlling Catalytic Activity by Neural Network (2006)
  • Author(s): S. Kito, T. Hattori
  • Organizer: 4th Asia Pacific Congress on Catalysis
  • Place of Presentation: Singapore, Singpore(A4-P2)