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Development and demonstration of a material structure exploration method based on data assimilation of first-principles calculations and experiments

Research Project

Project/Area Number 17H02930
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Mathematical physics/Fundamental condensed matter physics
Research InstitutionThe University of Tokyo

Principal Investigator

Tsuneyuki Shinji  東京大学, 大学院理学系研究科(理学部), 教授 (90197749)

Co-Investigator(Kenkyū-buntansha) 藤堂 眞治  東京大学, 大学院理学系研究科(理学部), 教授 (10291337)
Project Period (FY) 2017-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥19,240,000 (Direct Cost: ¥14,800,000、Indirect Cost: ¥4,440,000)
Fiscal Year 2019: ¥5,590,000 (Direct Cost: ¥4,300,000、Indirect Cost: ¥1,290,000)
Fiscal Year 2018: ¥6,500,000 (Direct Cost: ¥5,000,000、Indirect Cost: ¥1,500,000)
Fiscal Year 2017: ¥7,150,000 (Direct Cost: ¥5,500,000、Indirect Cost: ¥1,650,000)
Keywords物質構造探索 / データ同化 / 第一原理計算 / 結晶構造解析 / 物質構造探査
Outline of Final Research Achievements

Combining first-principles calculations with data science methods, we have developed a data-assimilative structure exploration method that enables us to analyze the crystal structure of materials using measured data. We defined a penalty function based on the difference between the experimental X-ray powder diffraction data and the powder diffraction data calculated from the atomic positions, and added this penalty function to the potential energy function calculated for the atomic positions to obtain a cost function. By searching for the global minimum of this cost function, we have realized a structure search that takes advantage of both first-principles calculations, which are good at predicting local structures and properties, and experiments, which are good at obtaining data in wavenumber space reflecting order.

Academic Significance and Societal Importance of the Research Achievements

物質の化学組成から結晶構造を予測することは、物質科学における重要かつ極めて困難な課題である。本研究では、実験データだけでは結晶構造決定ができない場合、その不十分な実験データを利用して結晶構造シミュレーションを大幅に加速し結晶構造探索を可能にする、データ同化手法を開発した。これにより、従来捨てられていたような実験データを活かして、新物質の結晶構造を解析することが可能となり、新結晶・新物質の探索を加速することができる。

Report

(4 results)
  • 2020 Final Research Report ( PDF )
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • Research Products

    (27 results)

All 2021 2020 2019 2018 2017

All Journal Article (3 results) (of which Peer Reviewed: 3 results,  Open Access: 2 results) Presentation (24 results) (of which Int'l Joint Research: 7 results,  Invited: 14 results)

  • [Journal Article] Crystal Structure Analysis by Data Assimilation of X-ray Diffraction Experiment and Simulation2020

    • Author(s)
      藤堂眞治,常行真司
    • Journal Title

      Nihon Kessho Gakkaishi

      Volume: 62 Issue: 1 Pages: 51-55

    • DOI

      10.5940/jcrsj.62.51

    • NAID

      130007806200

    • ISSN
      0369-4585, 1884-5576
    • Year and Date
      2020-02-29
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Search for common minima in joint optimization of multiple cost functions2019

    • Author(s)
      Adachi Daiki、Tsujimoto Naoto、Akashi Ryosuke、Todo Synge、Tsuneyuki Shinji
    • Journal Title

      Computer Physics Communications

      Volume: 241 Pages: 92-97

    • DOI

      10.1016/j.cpc.2019.02.004

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Crystal structure prediction supported by Insufficient experimental data2018

    • Author(s)
      N. Tsujimoto, D. Adachi, R. Akashi, S. Todo and S. Tsuneyuki
    • Journal Title

      Phys. Rev. Materials

      Volume: 2 Issue: 5

    • DOI

      10.1103/physrevmaterials.2.053801

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Presentation] First-principles material simulation and beyond2021

    • Author(s)
      S. Tsuneyuki
    • Organizer
      MANA International Symposium 2021 Jointly with ICYS
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] マテリアルズインフォマティクスの近況について2021

    • Author(s)
      常行真司
    • Organizer
      物性研究所研究会「物性科学におけるデータ科学の今と未来」
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 計測とシミュレーションの水素データ同化2021

    • Author(s)
      常行真司
    • Organizer
      日本化学会第101春季年会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] Crystal Structure Prediction of Li(CB9H10) by XRD-assisted molecular dynamic simulation2020

    • Author(s)
      R. Sato, T. Sato, T. Honda, T. Otomo, S. Orimo, S. Tsuneyuki
    • Organizer
      1st International Symposium “Hydrogenomics” combined with 14th International Symposium Hydrogen & Energy
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Crystal structure prediction by assimilating incomplete powder diffraction data2020

    • Author(s)
      S. Tsuneyuk
    • Organizer
      Conference on a Fair Data Infrastructure for Materials Genomics
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 不完全な粉末回折実験データを用いたデータ同化結晶構造探索2020

    • Author(s)
      常行真司
    • Organizer
      787th ASRC Seminar,
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 計測とシミュレーションの水素データ同化2020

    • Author(s)
      常行真司
    • Organizer
      日本物理学会2020年秋季大会シンポジウム
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] CrystalStructure Prediction by Assimilating Incomplete Powder Diffraction Data2019

    • Author(s)
      S. Tsuneyuki
    • Organizer
      The 18th International Conference on Density Functional Theory and its Applications (DFT2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 不完全な実験データを用いたデータ同化結晶構造探索2019

    • Author(s)
      常行真司
    • Organizer
      早稲田大学材研オープンセミナー
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 計算物質科学の立場からの新物質開発について2019

    • Author(s)
      常行真司
    • Organizer
      第9回電子光技術シンポジウム「機能性マテリアルの設計と実証ー電子・光デバイスのイノベーション開拓に向けて
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] データ科学と計算・実験の連携による物質・材料研究2019

    • Author(s)
      常行真司
    • Organizer
      第24回電子デバイス界面テクノロジ-研究会-材料・プロセス・デバイス特性の物理-
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 物質と材料の計算科学2019

    • Author(s)
      常行真司
    • Organizer
      日本物理学会第74回年次大会(2019年)シンポジウム「計算物理学への誘い」
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] Crystal structure simulation by assimilating incomplete powder diffraction data: First application to magnetic material2018

    • Author(s)
      Seiji Yoshikawa, Naoto Tsujimoto, Daiki Adachi, Ryosuke Akashi, Synge Todo and Shinji Tsuneyuki
    • Organizer
      3rd International Symposium on Research and Education of Computational Science (RECS2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 化学組成比と結晶構造を決定するためのデータ同化シミュレーション手法2018

    • Author(s)
      辻本直人、足立大樹、明石遼介、藤堂眞治、常行真司
    • Organizer
      日本物理学会2018年秋季大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 不完全な粉末回折データを用いたデータ同化による結晶構造探索2018

    • Author(s)
      吉川誠司、辻本直人、足立大樹、明石遼介、藤堂眞治、常行真司
    • Organizer
      第12回物性科学領域横断研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] データ科学と計算・実験の連携による材料研究への期待2018

    • Author(s)
      常行真司
    • Organizer
      第24期日本学術会議 第3部化学委員会 材料化学分科会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 物質中の水素は計算機でどう”見える”か?2018

    • Author(s)
      常行真司
    • Organizer
      第1回ヒドリドイオニクス研究会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] データ科学と計算・実験の連携による物質・材料研究2018

    • Author(s)
      常行真司
    • Organizer
      2018年表面真空学会学術講演会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] Crystal structure prediction supported by Incomplete diffraction data2017

    • Author(s)
      N. Tsujimoto, D. Adachi, R. Akashi, S. Todo and S. Tsuneyuki
    • Organizer
      The Tenth International Conference on the Science and Technology for Advanced Ceramics (STAC10)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Crystal structure prediction supported by Insufficient experimental data2017

    • Author(s)
      N. Tsujimoto, D. Adachi, R. Akashi, S. Todo and S. Tsuneyuki
    • Organizer
      International Symposium on Research and Education in Computational Science (RECS) 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 不完全な回折実験データを利用した結晶構造予測2017

    • Author(s)
      辻本直人, 足立大樹, 明石遼介, 藤堂眞治, 常行真司
    • Organizer
      ポスト「京」プロジェクト課題7「共通基盤シミュレーション手法」研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 不完全な回折実験データを利用した結晶構造予測2017

    • Author(s)
      辻本直人, 足立大樹, 明石遼介, 藤堂眞治, 常行真司
    • Organizer
      日本物理学会2017年秋季大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 不完全な実験データを利用した結晶構造予測2017

    • Author(s)
      辻本直人, 足立大樹, 明石遼介, 藤堂眞治, 常行真司
    • Organizer
      第3回CDMSI(ポスト「京」重点課題(7))シンポジウム
    • Related Report
      2017 Annual Research Report
  • [Presentation] 不完全な実験データを利用した結晶構造予測2017

    • Author(s)
      辻本直人
    • Organizer
      2017年度SPRUC高圧物質科学研究会
    • Related Report
      2017 Annual Research Report
    • Invited

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Published: 2017-04-28   Modified: 2022-01-27  

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