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Study on model inference technique based on statistical physics to STM dataset analysis

Research Project

Project/Area Number 15K13529
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Mathematical physics/Fundamental condensed matter physics
Research InstitutionTohoku University (2017)
The University of Tokyo (2015-2016)

Principal Investigator

Miyama Masamichi  東北大学, 情報科学研究科, 特任助教 (60639095)

Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥3,380,000 (Direct Cost: ¥2,600,000、Indirect Cost: ¥780,000)
Fiscal Year 2017: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2016: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2015: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywords統計物理 / スパースモデリング / データ解析 / 情報統計力学 / データ駆動科学 / 走査型トンネル顕微鏡 / 金属酸化物薄膜 / 機械学習
Outline of Final Research Achievements

We developed an algorithm to estimate the peak position that represents atoms appearing in STM topography data by using the sparse modeling approach. Our algorithm is applicable to the real material samples, for example, SrVO3 thin films. On top of that, we developed algorithms for investigating the effective interaction between the peaks from the experimental data, and for determining the species of atoms from STM topography datasets. We also developed a faster algorithm to calculate Leave-One-Out cross validation errors by using reweighting algorithm with Markov-chain Monte Carlo method.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (16 results)

All 2018 2017 2016 2015 Other

All Journal Article (1 results) (of which Peer Reviewed: 1 results,  Open Access: 1 results) Presentation (14 results) (of which Int'l Joint Research: 4 results,  Invited: 3 results) Remarks (1 results)

  • [Journal Article] Real-Space Analysis of Scanning Tunneling Microscopy Topography Datasets Using Sparse Modeling Approach2018

    • Author(s)
      Miyama Masamichi J.、Hukushima Koji
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 87 Issue: 4 Pages: 044801-044801

    • DOI

      10.7566/jpsj.87.044801

    • NAID

      210000134794

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] スパースモデリングをもちいたSTMトポグラフィデータの解析2018

    • Author(s)
      観山正道
    • Organizer
      データ科学との融合による化学の新展開
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] STMトポ像からの原子欠損間の有効相互作用推定2017

    • Author(s)
      観山正道,福島孝治
    • Organizer
      日本物理学会2017年秋季大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Bayesian inference of an effective interaction between atomic defects on the surface of SrVO32017

    • Author(s)
      Masamichi J. Miyama and Koji Hukushima
    • Organizer
      International Meeting on “High-Dimensional Data-Driven Science” (HD3-2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] データ駆動科学における物理モデリングの現状と展開2017

    • Author(s)
      福島孝治,大森敏明,中西(大野)義典,観山正道
    • Organizer
      新学術領域研究「疎性モデリング」最終成果報告会
    • Related Report
      2017 Annual Research Report
  • [Presentation] STMトポ像からのSrVO3表面における原子欠損空間分布の推定2017

    • Author(s)
      観山 正道,福島孝治
    • Organizer
      第72回年次大会(2017年)
    • Place of Presentation
      大阪大学(大阪府豊中市)
    • Related Report
      2016 Research-status Report
  • [Presentation] スパースモデリングを用いたSTMデータ解析2017

    • Author(s)
      観山正道
    • Organizer
      第一回構造イメージングと情報処理研究会
    • Place of Presentation
      東北大学AIMR(宮城県仙台市)
    • Related Report
      2016 Research-status Report
    • Invited
  • [Presentation] Sparse modeling approach to the STM datasets analysis2016

    • Author(s)
      Masamichi J. Miyama and Koji Hukushima
    • Organizer
      STATPHYS26
    • Place of Presentation
      リヨン(フランス)
    • Year and Date
      2016-07-18
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] スパースモデリングを用いたSTS測定データの解析手法12016

    • Author(s)
      観山正道
    • Organizer
      日本物理学会
    • Place of Presentation
      東北学院大学泉キャンパス (宮城県仙台市)
    • Year and Date
      2016-03-20
    • Related Report
      2015 Research-status Report
  • [Presentation] スパースモデリングを用いたSTMデータ解析2016

    • Author(s)
      観山正道
    • Organizer
      2015年度 疎性モデリング 公開シンポジウム
    • Place of Presentation
      神戸大学統合研究拠点・ポートアイランド地区 (兵庫県神戸市)
    • Year and Date
      2016-03-07
    • Related Report
      2015 Research-status Report
  • [Presentation] 非負値制約を用いたモデル推定とスパースモデリング2016

    • Author(s)
      観山 正道,福島孝治
    • Organizer
      日本物理学会2016年秋季大会
    • Place of Presentation
      金沢大学(石川県金沢市)
    • Related Report
      2016 Research-status Report
  • [Presentation] Sparse modeling approach for STM data analysis by using LARS-LASSO2015

    • Author(s)
      Masamichi J. Miyama
    • Organizer
      International Meeting on “High-Dimensional Data Driven Science” (HD3-2015)
    • Place of Presentation
      メルパルク京都 (京都府京都市)
    • Year and Date
      2015-12-16
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] スパースモデリングを用いたSTMトポグラフィデータの解析手法2015

    • Author(s)
      観山正道
    • Organizer
      日本物理学会
    • Place of Presentation
      関西大学千里山キャンパス (大阪府吹田市)
    • Year and Date
      2015-09-19
    • Related Report
      2015 Research-status Report
  • [Presentation] Sparse modeling approach to STM topography data analysis2015

    • Author(s)
      Masamichi J. Miyama
    • Organizer
      New Frontiers in Non-equilibrium Physics 2015
    • Place of Presentation
      京都大学基礎物理学研究所 (京都府京都市)
    • Year and Date
      2015-07-21
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] スパースモデリングによるSPMデータの解析手法2015

    • Author(s)
      観山正道
    • Organizer
      走査プローブ顕微鏡を用いた新奇物性へのアプローチ第一回研究会
    • Place of Presentation
      東京大学物性研究所 (千葉県柏市)
    • Year and Date
      2015-04-13
    • Related Report
      2015 Research-status Report
    • Invited
  • [Remarks] researchmap

    • URL

      https://researchmap.jp/mjmiyama/

    • Related Report
      2017 Annual Research Report

URL: 

Published: 2015-04-16   Modified: 2019-03-29  

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