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Optimization of tensor network state using higher order singular value decomposition

Research Project

Project/Area Number 25800221
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Mathematical physics/Fundamental condensed matter physics
Research InstitutionInstitute of Physical and Chemical Research (2013-2014, 2016-2017)
Meiji University (2015)

Principal Investigator

Ueda Hiroshi  国立研究開発法人理化学研究所, 計算科学研究機構, 研究員 (40632758)

Research Collaborator NISHINO Tomotoshi  神戸大学, 理学研究科, 准教授 (00241563)
OKUNISHI Kouichi  新潟大学, 自然科学系, 准教授 (30332646)
Maruyama Isao  福岡工業大学, 情報工学部, 准教授 (20422339)
Project Period (FY) 2013-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2016: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2015: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2014: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2013: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywords密度行列繰り込み群 / テンソルネットワーク / 量子スピン系 / 古典スピン系 / 量子相転移 / スケーリング解析 / 高次特異値分解 / 量子古典対応 / 計算物理 / 厳密対角化 / 角転送行列繰り込み群 / フラストレート系 / 行列積状態 / 並列計算 / エンタングルメント / 射影表現 / テンソルネットワーク状態 / テンソル繰り込み群 / 横磁場イジング模型
Outline of Final Research Achievements

The tensor network method is an extension of the matrix product method, which is a powerful tool to analyze one-dimensional quantum / two-dimensional classical multi-body systems, and is applicable for high dimensional systems. In this study, through the sophistication of the tensor network method, we have succeeded in "Structural analysis of the entanglement spectrum in the tensor renormalization group using the higher-order singular value decomposition","Identification of symmetry-protected topological phases in one-dimensional frustrated quantum spin systems and SU(n)[n = 3 and 4] spin systems "," Development of the exact diagonalization method adapted the symmetry of real space and spin space which is specialized for calculating low-energy states in the vicinity of saturation field", and "Generalization of entanglement scaling analysis using the corner transfer-matrix renormalization group method".

Report

(6 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (37 results)

All 2018 2017 2016 2015 2014 Other

All Int'l Joint Research (2 results) Journal Article (5 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 5 results,  Acknowledgement Compliant: 2 results) Presentation (25 results) (of which Int'l Joint Research: 7 results,  Invited: 7 results) Remarks (5 results)

  • [Int'l Joint Research] Slovak Academy of Sciences(スロバキア)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] カリフォルニア大学バークレー校(米国)

    • Related Report
      2016 Research-status Report
  • [Journal Article] Exact diagonalization and cluster mean-field study of triangular-lattice XXZ antiferromagnets near saturation2017

    • Author(s)
      Daisuke Yamamoto, Hiroshi Ueda, Ippei Danshita, Giacomo Marmorini, Tsutomu Momoi, and Tokuro Shimokawa
    • Journal Title

      Physical Review B

      Volume: 96 Issue: 1 Pages: 014431-014431

    • DOI

      10.1103/physrevb.96.014431

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Critical behavior of the two-dimensional icosahedron model2017

    • Author(s)
      Ueda Hiroshi、Okunishi Kouichi、Krcmar Roman、Gendiar Andrej、Yunoki Seiji、Nishino Tomotoshi
    • Journal Title

      Physical Review E

      Volume: 96 Issue: 6 Pages: 1-5

    • DOI

      10.1103/physreve.96.062112

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Symmetry-protected topological phases and transition in a frustrated spin-1/2 XXZ chain2014

    • Author(s)
      Hiroshi Ueda, Shigeki Onoda
    • Journal Title

      Physical Review B

      Volume: 90 Issue: 21 Pages: 2144251-6

    • DOI

      10.1103/physrevb.90.214425

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Z3 symmetry-protected topological phases in the SU(3) AKLT model2014

    • Author(s)
      T. Morimoto, H. Ueda, T. Momoi, and A. Furusaki
    • Journal Title

      Phys. Rev. B

      Volume: 90 Issue: 23 Pages: 235111-235111

    • DOI

      10.1103/physrevb.90.235111

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Doubling of Entanglement Spectrum in Tenor Renormalization Group2014

    • Author(s)
      Hiroshi Ueda, Kouichi okunishi, Tomotoshi Nishino
    • Journal Title

      Phys. Rev. B

      Volume: 89 Issue: 7 Pages: 1-10

    • DOI

      10.1103/physrevb.89.075116

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] Tensor network algorithms and finite entanglement scaling around the criticality2018

    • Author(s)
      Hiroshi Ueda
    • Organizer
      International Workshop on Massively Parallel Programming for Quantum Chemistry and Physics 2018
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 2軌道SU(4)フェルミ原子系に現れる対称性に守られたトポロジカル相2017

    • Author(s)
      上田 宏, 森本 高裕, 桃井 勉
    • Organizer
      日本物理学会第72回年次大会(2017年)
    • Place of Presentation
      大阪大学(大阪府豊中市)
    • Year and Date
      2017-03-20
    • Related Report
      2016 Research-status Report
  • [Presentation] 三角格子反強磁性体における希薄マグノンのBose凝縮と磁気秩序2017

    • Author(s)
      山本 大輔, 上田 宏, 段下一平, Giacomo Marmorini, 桃井 勉, 下川統久朗
    • Organizer
      日本物理学会第72回年次大会(2017年)
    • Place of Presentation
      大阪大学(大阪府豊中市)
    • Year and Date
      2017-03-20
    • Related Report
      2016 Research-status Report
  • [Presentation] Phase diagram and critical property in two-dimensional regular polyhedral model2017

    • Author(s)
      上田 宏
    • Organizer
      研究集会「テンソルネットワーク(TN)スキームとテンソル計算ソフトウェアの周辺」
    • Related Report
      2017 Annual Research Report
  • [Presentation] 離散化された古典ハイゼンベルグ模型に現れる相転移2017

    • Author(s)
      上田宏, 奥西巧一, Roman Krcmar, Andrej Gendiar, 柚木清司, 西野友年
    • Organizer
      日本物理学会2017年秋季大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Classical analogue of finite entanglement scaling around the criticality2017

    • Author(s)
      Hiroshi Ueda
    • Organizer
      Novel Quantum States in Condensed Matter 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 異方的多面体模型に現れる相転移2017

    • Author(s)
      上田 宏
    • Organizer
      CBSM2サブ課題D「量子力学と情報」研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Real-space parallelization for infinite-size density matrix renormalization group2016

    • Author(s)
      Hiroshi Ueda
    • Organizer
      Fourth Workshop on Tensor Network States: Algorithms and Applications
    • Place of Presentation
      Hsinchu, Taiwan
    • Year and Date
      2016-12-12
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Wavefunction predictions based on tensor network algorithms in quantum spin systems2016

    • Author(s)
      Hiroshi Ueda
    • Organizer
      6th Joint Laboratory for Extreme Scale Computing Workshop
    • Place of Presentation
      計算科学研究機構(兵庫県神戸市)
    • Year and Date
      2016-12-01
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 実空間並列無限系密度行列繰り込み群の大規模並列化2016

    • Author(s)
      上田宏
    • 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)
    • Year and Date
      2016-09-14
    • Related Report
      2016 Research-status Report
  • [Presentation] Real-space parallel infinite-size density matrix renormalization group2016

    • Author(s)
      Hiroshi Ueda
    • Organizer
      International Workshop on Tensor Networks and Quantum Many-Body Problems (TNQMP2016)
    • Place of Presentation
      物性研究所(千葉県柏市)
    • Year and Date
      2016-06-27
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] 無限系密度行列繰り込み群の実空間並列化2016

    • Author(s)
      上田宏
    • Organizer
      日本物理学会第71回年次大会
    • Place of Presentation
      東北学院大学(宮城県・仙台市)
    • Year and Date
      2016-03-21
    • Related Report
      2015 Research-status Report
  • [Presentation] 高次特異値分解を用いたテンソル繰り込みとテンソルネットワーク繰り込み2015

    • Author(s)
      上田宏
    • Organizer
      日本物理学会2015年秋季大会
    • Place of Presentation
      関西大学(大阪府・吹田市)
    • Year and Date
      2015-09-17
    • Related Report
      2015 Research-status Report
  • [Presentation] 1次元ランダム系に対するDMRGと実空間並列DMRGの共通点2015

    • Author(s)
      上田宏
    • Organizer
      密度行列繰り込み群法における最近の展開
    • Place of Presentation
      理化学研究所計算科学研究機構(兵庫県・神戸市)
    • Year and Date
      2015-08-25
    • Related Report
      2015 Research-status Report
    • Invited
  • [Presentation] Symmetry-protected topological phases/transition in spin-1/2 zigzag chains and the relevance to Rb2Cu2Mo3O122015

    • Author(s)
      Hiroshi Ueda and Shigeki Onoda
    • Organizer
      20th International Conference on Magnetism
    • Place of Presentation
      バルセロナ(スペイン)
    • Year and Date
      2015-07-06
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Matrix product state in symmetry protected topological phases2015

    • Author(s)
      Hiroshi Ueda
    • Organizer
      10sor network workshop --- Field 2 x 5 joint workshop on new algorithms for quantum manybody problems ---
    • Place of Presentation
      柏の葉フューチャーセンター (千葉県・柏市)
    • Year and Date
      2015-05-14
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] 部分空間反復法へのテンソル積状態の適用2015

    • Author(s)
      上田 宏
    • Organizer
      日本物理学会 第70回年次大会
    • Place of Presentation
      早稲田大学(東京都新宿区)
    • Year and Date
      2015-03-21
    • Related Report
      2014 Research-status Report
  • [Presentation] iDMRGによる対称性に守られたトポロジカル相の解析―フラストレート交替鎖への適用―2014

    • Author(s)
      上田 宏
    • Organizer
      基研研究会「量子多体系研究の新しい潮流」
    • Place of Presentation
      基礎物理学研究所(京都府京都市)
    • Year and Date
      2014-12-16
    • Related Report
      2014 Research-status Report
  • [Presentation] スピン1/2フラストレート交替鎖に現れる対称性に守られたトポロジカル相2014

    • Author(s)
      上田 宏, 小野田 繁樹
    • Organizer
      日本物理学会 2014年秋季大会
    • Place of Presentation
      中部大学(愛知県春日井市)
    • Year and Date
      2014-09-09
    • Related Report
      2014 Research-status Report
  • [Presentation] Symmetry-protected topological phases in frustrated spin-1/2 zigzag chain2014

    • Author(s)
      Hiroshi Ueda and Shigeki Onoda
    • Organizer
      The International Conference on Highly Frustrated Magnetism 2014
    • Place of Presentation
      University of Cambridge, Cambridg, UK)
    • Year and Date
      2014-07-10
    • Related Report
      2014 Research-status Report
  • [Presentation] Doubling entanglement spectrum of tensor renormalization group

    • Author(s)
      Hiroshi Ueda
    • Organizer
      CMSI International Symposium 2013 ∞ Extending the power of computational materials sciences with K-computer ∞
    • Place of Presentation
      Hongo, Japan
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] Fixed-point tensors in tensor renormalization group with higher order singular value decomposition

    • Author(s)
      Hiroshi Ueda
    • Organizer
      CMSI Kobe International Workshop 2013: Recent Progress in Tensor Network Algorithms
    • Place of Presentation
      Kobe, Japan
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] Entanglement property in the fixed point of HOTRG for spin systems

    • Author(s)
      Hiroshi Ueda
    • Organizer
      Taipei Tensor Network Workshop 2013
    • Place of Presentation
      Taipei, Taiwan
    • Related Report
      2013 Research-status Report
  • [Presentation] Guiding Principle of Tensor Renormalization Group with Tensor Decomposition Method

    • Author(s)
      Hiroshi Ueda, Kouichi Okunishi, and Tomotoshi Nishino
    • Organizer
      25th IUPAP International Conference on Statistical Physics
    • Place of Presentation
      Seoul, Korea
    • Related Report
      2013 Research-status Report
  • [Presentation] 高次特異値分解を利用したテンソル繰込み群によるエンタングルメントスケーリング

    • Author(s)
      上田宏
    • Organizer
      日本物理学会第69回年次大会
    • Place of Presentation
      東海大学, 平塚
    • Related Report
      2013 Research-status Report
  • [Remarks] researchmap における研究者HP

    • URL

      http://researchmap.jp/hiroshi_ueda

    • Related Report
      2017 Annual Research Report
  • [Remarks] researchmap における 研究者HP

    • URL

      http://researchmap.jp/hiroshi_ueda

    • Related Report
      2016 Research-status Report
  • [Remarks] 2次元一様格子上の S=1/2 XXZ 模型に対する厳密対角化:飽和磁化近傍用 波数分解版

    • URL

      http://researchmap.jp/mu4lh8z0u-1771741/#_1771741

    • Related Report
      2016 Research-status Report
  • [Remarks] 上田宏のホームページ

    • URL

      http://researchmap.jp/hiroshi_ueda/

    • Related Report
      2015 Research-status Report
  • [Remarks] 数値計算プログラムの公開ページ

    • URL

      https://researchmap.jp/hiroshi_ueda/%E8%B3%87%E6%96%99%E5%85%AC%E9%96%8B/

    • Related Report
      2014 Research-status Report

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Published: 2014-07-25   Modified: 2022-02-16  

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