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Quantum-Annealing Assisted Innovative Material Informatics Infrastructure

Research Project

Project/Area Number 19H01095
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
Review Section Medium-sized Section 60:Information science, computer engineering, and related fields
Research InstitutionTohoku University

Principal Investigator

Kobayashi Hiroaki  東北大学, 情報科学研究科, 教授 (40205480)

Co-Investigator(Kenkyū-buntansha) 撫佐 昭裕  東北大学, サイバーサイエンスセンター, 客員教授 (40639655)
阿部 圭晃  東北大学, 流体科学研究所, 助教 (40785010)
岡部 朋永  東北大学, 工学研究科, 教授 (50344164)
佐藤 雅之  東北大学, 情報科学研究科, 准教授 (50781308)
小松 一彦  東北大学, サイバーサイエンスセンター, 准教授 (50813888)
大関 真之  東北大学, 情報科学研究科, 教授 (80447549)
菊川 豪太  東北大学, 流体科学研究所, 准教授 (90435644)
觀山 正道  東北大学, 情報科学研究科, 特任助教 (60639095)
Project Period (FY) 2019-04-01 – 2023-03-31
Project Status Completed (Fiscal Year 2022)
Budget Amount *help
¥45,110,000 (Direct Cost: ¥34,700,000、Indirect Cost: ¥10,410,000)
Fiscal Year 2022: ¥11,310,000 (Direct Cost: ¥8,700,000、Indirect Cost: ¥2,610,000)
Fiscal Year 2021: ¥11,310,000 (Direct Cost: ¥8,700,000、Indirect Cost: ¥2,610,000)
Fiscal Year 2020: ¥11,050,000 (Direct Cost: ¥8,500,000、Indirect Cost: ¥2,550,000)
Fiscal Year 2019: ¥11,440,000 (Direct Cost: ¥8,800,000、Indirect Cost: ¥2,640,000)
Keywords高性能計算 / 量子アニーリング / クラスタリング / 高分子材料設計 / 量子・古典ハイブリッドコンピューティング / マテリアルインフォマティクス / 高分子計算材料科学 / 高分子材料シミュレーション / 分子動力学 / 分子動力学シミュレーション / 非定常圧縮性流体マクロ解析
Outline of Research at the Start

本研究では、量子アニーリング技術を世界に先駆けていち早く高分子材料設計に取り入れることにより、サイバー(材料設計シミュレーションと機能・材料分析AI)とフィジカル(実材料とその実性能・機能)が一体化した新たな次世代高性能高分子材料マテリアルインフォマティクスの新時代を切り拓き、その基盤技術を世界に先駆けて確立することを本研究の目的とする。そのために、計算科学とデータ科学の融合による新たな高分子材料設計基盤を、高性能計算機科学、量子計算学、高分子計算材料科学、データ科学、それそれを専門とする研究者が密接に協調して研究開発する。

Outline of Final Research Achievements

In this research, we have developed a next-generation high-performance computing infrastructure that integrates conventional high-performance computing technology with quantum computing technology, which is expected to become the information processing technology of the post-Moore era. Furthermore, by utilizing this computational infrastructure, we realized a high-performance polymer material design and development platform by integrating computational science and data science. This high-performance polymer material design platform has made it possible to clarify the physical properties of polymer materials on a scale and with a precision that cannot be achieved with conventional computational techniques. Furthermore, the establishment of a high-performance, high-quality clustering technique using quantum annealing technology has demonstrated the possibility of developing new material candidates that cannot be found by conventional methods.

Academic Significance and Societal Importance of the Research Achievements

本研究の成果は、ムーアの法則の終焉が叫ばれる中、従来の高性能計算技術の高性能化の限界を新たな情報処理技術として期待されている量子アニーリングで突破し、ポストムーア時代の新たな高性能計算基盤のあり方を示すものであり、学術的意義が高い。また本計算基盤を高分子材料設計に応用し、その有用性を実用的な高分子材料設計で明らかにしたことの社会的意義も高い。

Report

(6 results)
  • 2022 Annual Research Report   Final Research Report ( PDF )
  • 2021 Annual Research Report
  • 2020 Annual Research Report
  • 2019 Comments on the Screening Results   Annual Research Report
  • Research Products

    (89 results)

All 2023 2022 2021 2020 2019 Other

All Int'l Joint Research (1 results) Journal Article (35 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 35 results,  Open Access: 23 results) Presentation (51 results) (of which Int'l Joint Research: 33 results,  Invited: 20 results) Book (2 results)

  • [Int'l Joint Research] Texas A&M University(米国)

    • Related Report
      2019 Annual Research Report
  • [Journal Article] Ising-Based Kernel Clustering2023

    • Author(s)
      Kumagai Masahito、Komatsu Kazuhiko、Sato Masayuki、Kobayashi Hiroaki
    • Journal Title

      Algorithms

      Volume: 16 Issue: 4 Pages: 214-214

    • DOI

      10.3390/a16040214

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Molecular-scale investigation on relationship between thermal conductivity and the structure of crosslinked epoxy resin2022

    • Author(s)
      Zhao Yinbo、Kikugawa Gota、Kawagoe Yoshiaki、Shirasu Keiichi、Okabe Tomonaga
    • Journal Title

      International Journal of Heat and Mass Transfer

      Volume: 198 Pages: 123429-123429

    • DOI

      10.1016/j.ijheatmasstransfer.2022.123429

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Page-Address Coalescing of Vector Gather Instructions for Efficient Address Translation2022

    • Author(s)
      Hikaru Takayashiki, Masayuki Sato, Kazuhiko Komatsu, Hiroaki Kobayashi,
    • Journal Title

      Proceedings of 2022 IEEE/ACM 12th Workshop on Irregular Applications: Architectures and Algorithms (IA3)

      Volume: -

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Travel time optimization on multi-AGV routing by reverse annealing2022

    • Author(s)
      Haba Renichiro、Ohzeki Masayuki、Tanaka Kazuyuki
    • Journal Title

      Scientific Reports

      Volume: 12 Issue: 1 Pages: 1-9

    • DOI

      10.1038/s41598-022-22704-0

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Threshold theorem in isolated quantum dynamics with stochastic control errors2022

    • Author(s)
      Okuyama Manaka、Ohki Kentaro、Ohzeki Masayuki
    • Journal Title

      Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences

      Volume: 381 Issue: 2241 Pages: 1-7

    • DOI

      10.1098/rsta.2021.0412

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Uncovering the Mechanism of Size Effect on the Thermomechanical Properties of Highly Cross-Linked Epoxy Resins2022

    • Author(s)
      Zhao Yinbo、Kikugawa Gota、Kawagoe Yoshiaki、Shirasu Keiichi、Kishimoto Naoki、Xi Yingxiao、Okabe Tomonaga
    • Journal Title

      The Journal of Physical Chemistry B

      Volume: 126 Issue: 13 Pages: 2593-2607

    • DOI

      10.1021/acs.jpcb.1c10827

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Thermoset resin curing simulation using quantum-chemical reaction path calculation and dissipative particle dynamics2021

    • Author(s)
      Kawagoe Yoshiaki、Kikugawa Gota、Shirasu Keiichi、Okabe Tomonaga
    • Journal Title

      Soft Matter

      Volume: 17 Issue: 28 Pages: 6707-6717

    • DOI

      10.1039/d1sm00600b

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Optimizations of a Linear Matrix Solver in a Composite Simulation for a Vector Computer2021

    • Author(s)
      Zhilin He, Kazuhiko Komatsu, Masayuki Sato, Hiroaki Kobayashi
    • Journal Title

      Proceedings of 12th International Symposium on Parallel Architectures, Algorithms and Programming (PAAP)

      Volume: -

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Ising-Based Combinatorial Clustering Using the Kernel Method2021

    • Author(s)
      Kumagai Masahito、Komatsu Kazuhiko、Sato Masayuki、Kobayashi Hiroaki
    • Journal Title

      Proceedings of 2021 IEEE 14th International Symposium on Embedded Multicore/Many-core Systems-on-Chip (MCSoC)

      Volume: - Pages: 197-203

    • DOI

      10.1109/mcsoc51149.2021.00037

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Externally-Constrained Ising Clustering Method for Material Informatics2021

    • Author(s)
      Komatsu Kazuhiko、Kumagai Masahito、Qi Ji、Sato Masayuki、Kobayashi Hiroaki
    • Journal Title

      Proceedings of 2021 Nineth International Symposium on Computing and Networking Workshops (CANDARW)

      Volume: - Pages: 201-204

    • DOI

      10.1109/candarw53999.2021.00040

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Register Flush-free Runahead Execution for Modern Vector Processors2021

    • Author(s)
      Takayashiki Hikaru、Sato Masayuki、Komatsu Kazuhiko、Kobayashi Hiroaki
    • Journal Title

      Proceedings of 2021 IEEE 33rd International Symposium on Computer Architecture and High Performance Computing (SBAC-PAD)

      Volume: - Pages: 114-125

    • DOI

      10.1109/sbac-pad53543.2021.00023

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Performance and Power Analysis of a Vector Computing System2021

    • Author(s)
      4.Kazuhiko Komatsu, Akito Onodera, Erich Focht, Soya Fujimoto, Yoko Isobe, Shintaro Momose, Masayuki Sato, Hiroaki Kobayashi
    • Journal Title

      Supercomputing Frontiers and Innovations

      Volume: 8 Issue: 2 Pages: 75-94

    • DOI

      10.14529/jsfi210205

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Detection of Machinery Failure Signs From Big Time-Series Data Obtained by Flow Simulation of Intermediate-Pressure Steam Turbines2021

    • Author(s)
      Komatsu Kazuhiko、Miyazawa Hironori、Yiran Cheng、Sato Masayuki、Furusawa Takashi、Yamamoto Satoru、Kobayashi Hiroaki
    • Journal Title

      Journal of Engineering for Gas Turbines and Power

      Volume: 144 Issue: 1

    • DOI

      10.1115/1.4052142

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Efficient Mixed-Precision Tall-and-Skinny Matrix-Matrix Multiplication for GPUs2021

    • Author(s)
      Tang Hao、Komatsu Kazuhiko、Sato Masayuki、Kobayashi Hiroaki
    • Journal Title

      International Journal of Networking and Computing

      Volume: 11 Issue: 2 Pages: 267-282

    • DOI

      10.15803/ijnc.11.2_267

    • NAID

      130008063322

    • ISSN
      2185-2839, 2185-2847
    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] An External Definition of the One-Hot Constraint and Fast QUBO Generation for High-Performance Combinatorial Clustering2021

    • Author(s)
      Kumagai Masahito、Komatsu Kazuhiko、Takano Fumiyo、Araki Takuya、Sato Masayuki、Kobayashi Hiroaki
    • Journal Title

      International Journal of Networking and Computing

      Volume: 11 Issue: 2 Pages: 463-491

    • DOI

      10.15803/ijnc.11.2_463

    • NAID

      130008063311

    • ISSN
      2185-2839, 2185-2847
    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A Processor Selection Method based on Execution Time Estimation for Machine Learning Programs2021

    • Author(s)
      Murakami Kou、Komatsu Kazuhiko、Sato Masayuki、Kobayashi Hiroaki
    • Journal Title

      Proceedings of 2021 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW)

      Volume: - Pages: 779-788

    • DOI

      10.1109/ipdpsw52791.2021.00116

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Benchmark Test of Black-box Optimization Using D-Wave Quantum Annealer2021

    • Author(s)
      Koshikawa Ami S.、Ohzeki Masayuki、Kadowaki Tadashi、Tanaka Kazuyuki
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 90 Issue: 6 Pages: 064001-064001

    • DOI

      10.7566/jpsj.90.064001

    • NAID

      40022591133

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Teacher-Student Learning for a Binary Perceptron with Quantum Fluctuations2021

    • Author(s)
      Arai Shunta、Ohzeki Masayuki、Tanaka Kazuyuki
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 90 Issue: 7 Pages: 074002-074002

    • DOI

      10.7566/jpsj.90.074002

    • NAID

      40022620456

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Assessment of image generation by quantum annealer2021

    • Author(s)
      Sato Takehito、Ohzeki Masayuki、Tanaka Kazuyuki
    • Journal Title

      Scientific Reports

      Volume: 11 Issue: 1 Pages: 13523-13523

    • DOI

      10.1038/s41598-021-92295-9

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Mean field analysis of reverse annealing for code-division multiple-access multiuser detection2021

    • Author(s)
      Arai Shunta、Ohzeki Masayuki、Tanaka Kazuyuki
    • Journal Title

      Physical Review Research

      Volume: 3 Issue: 3 Pages: 033006-033006

    • DOI

      10.1103/physrevresearch.3.033006

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Amine/epoxy stoichiometric ratio dependence of crosslinked structure and ductility in amine‐cured epoxy thermosetting resins2021

    • Author(s)
      Nobuyuki Odagiri, Keiichi Shirasu, Yoshiaki Kawagoe, Gota Kikugawa, Yutaka Oya, Naoki Kishimoto, Fumio S. Ohuchi, Tomonaga Okabe
    • Journal Title

      Journal of Applied Polymer Science

      Volume: 138 Issue: 23 Pages: 1-14

    • DOI

      10.1002/app.50542

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Molecular dynamics simulation of cross-linking processes and material properties for epoxy resins using first-principle calculation combined with global reaction route mapping algorithms2021

    • Author(s)
      Yutaka Oya, Masahiro Nakazawa, Keiichi Shirasu, Yuki Hino, Kyosuke Inuyama, Gota Kikugawa, Jing Li, Riichi Kuwahara, Naoki Kishimoto, Hiroki Waizumi, Masaaki Nishikawa, Anthony Waas, Nobuyuki Odagiri, Andrew Koyanagi, Marco Salviato, Tomonaga Okabe
    • Journal Title

      Chemical Physics Letters

      Volume: 762 Pages: 1-7

    • DOI

      10.1016/j.cplett.2020.138104

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Combinatorial Clustering Based on an Externally-Defined One-Hot Constraint2020

    • Author(s)
      Kumagai Masahito、Komatsu Kazuhiko、Takano Fumiyo、Araki Takuya、Sato Masayuki、Kobayashi Hiroaki
    • Journal Title

      Proceedings of 2020 Eighth International Symposium on Computing and Networking (CANDAR)

      Volume: - Pages: 59-68

    • DOI

      10.1109/candar51075.2020.00015

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Inequality for Local Energy of Ising Model with Quenched Randomness and Its Application2020

    • Author(s)
      Manaka Okuyama, Masayuki Ohzeki
    • Journal Title

      J. Phys. Soc. Jpn.

      Volume: 89 Issue: 6 Pages: 064704-064704

    • DOI

      10.7566/jpsj.89.064704

    • NAID

      40022254177

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Probing the universality of topological defect formation in a quantum annealer: Kibble-Zurek mechanism and beyond2020

    • Author(s)
      Bando Yuki、Susa Yuki、Oshiyama Hiroki、Shibata Naokazu、Ohzeki Masayuki、Gomez-Ruiz Fernando Javier、Lidar Daniel A.、Suzuki Sei、del Campo Adolfo、Nishimori Hidetoshi
    • Journal Title

      Physical Review Research

      Volume: 2 Issue: 3 Pages: 0333691-20

    • DOI

      10.1103/physrevresearch.2.033369

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Breaking limitation of quantum annealer in solving optimization problems under constraints2020

    • Author(s)
      Masayuki Ohzeki
    • Journal Title

      Scientific Reports

      Volume: 10 Issue: 1

    • DOI

      10.1038/s41598-020-60022-5

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Restored interlaced volumetric imaging increases image quality and scanning speed during intravital imaging in living mice2020

    • Author(s)
      Sogabe Maina、Ohzeki Masayuki、Fujimoto Koji、Sehara‐Fujisawa Atsuko、Nishimura Satoshi
    • Journal Title

      Journal of Biophotonics

      Volume: 13 Issue: 5 Pages: 201960204-201960204

    • DOI

      10.1002/jbio.201960204

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Fair Sampling by Simulated Annealing on Quantum Annealer2020

    • Author(s)
      Masayuki Yamamoto, Masayuki Ohzeki, Kazuyuki Tanaka
    • Journal Title

      J. Phys. Soc. Jpn.

      Volume: 89 Issue: 2 Pages: 1-2

    • DOI

      10.7566/jpsj.89.025002

    • NAID

      210000158000

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Sparse Modeling in Quantum Many-Body Problems2020

    • Author(s)
      Otsuki Junya、Ohzeki Masayuki、Shinaoka Hiroshi、Yoshimi Kazuyoshi
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 89 Issue: 1 Pages: 012001-012001

    • DOI

      10.7566/jpsj.89.012001

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Sublinear Computational Time Modeling by Momentum-Space Renormalization Group Theory in Statistical Machine Learning Procedures2019

    • Author(s)
      Kazuyuki Tanaka, Masayuki Ohzeki, and Muneki Yasuda
    • Journal Title

      The Review of Socionetwork Strategies

      Volume: 13 Issue: 2 Pages: 281-306

    • DOI

      10.1007/s12626-019-00053-1

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Efficient partition of integer optimization problems with one-hot encoding2019

    • Author(s)
      Shuntaro Okada, Masayuki Ohzeki and Shinichiro Taguchi
    • Journal Title

      Scientific Reports

      Volume: 9 Issue: 1

    • DOI

      10.1038/s41598-019-49539-6

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Message-passing Algorithm of Quantum Annealing with Nonstoquastic Hamiltonian2019

    • Author(s)
      Ohzeki Masayuki
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 88 Issue: 6 Pages: 061005-061005

    • DOI

      10.7566/jpsj.88.061005

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Improving solutions by embedding larger subproblems in a D-Wave quantum annealer2019

    • Author(s)
      Okada Shuntaro、Ohzeki Masayuki、Terabe Masayoshi、Taguchi Shinichiro
    • Journal Title

      Scientific Reports

      Volume: 9 Issue: 1 Pages: 1-10

    • DOI

      10.1038/s41598-018-38388-4

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Control of automated guided vehicles without collision by quantum annealer2019

    • Author(s)
      Masayuki Ohzeki, Akira Miki, Masamichi J. Miyama and Masayoshi Terabe
    • Journal Title

      Front. Comput. Sci.

      Volume: 1

    • DOI

      10.3389/fcomp.2019.00009

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Item Listing Optimization for E-Commerce Websites Based on Diversity2019

    • Author(s)
      Naoki Nishimura, Kotaro Tanahashi, Koji Suganuma, Masamichi J. Miyama and Masayuki Ohzeki
    • Journal Title

      https://doi.org/10.3389/fcomp.2019.00002

      Volume: 1

    • DOI

      10.3389/fcomp.2019.00002

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] Aerodynamic and Structural Simulations for Aircraft Design2023

    • Author(s)
      Yoshiaki Abe
    • Organizer
      Aerospace Practitioner and Professional Engineer Lecture Series (APPELS), Department of Aerospace Engineering, Texas A&M University
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Quantum Technology Innovation hub: Tohoku University2023

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      Qubits: Complexity to Clarity
    • Related Report
      2022 Annual Research Report
  • [Presentation] Quantum Superposition and Education2023

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      Symposium on Quantum–annealing Based HPC | Tohoku Forum for Creativity
    • Related Report
      2022 Annual Research Report
  • [Presentation] 架橋高分子材料の反応DPDシミュレーションにおける相互作用パラメータのボトムアップ探索2022

    • Author(s)
      李 楷文, 菊川 豪太, 川越 吉晃, Zhao Yinbo, 岡部 朋永
    • Organizer
      第59回日本伝熱シンポジウム
    • Related Report
      2022 Annual Research Report
  • [Presentation] Bottom-up exploration of interaction parameters in reactive DPD simulation for epoxy polymers2022

    • Author(s)
      Kaiwen Li, Gota Kikugawa, Yoshiaki Kawagoe, Yinbo Zhao, Tomonaga Okabe
    • Organizer
      The 13th Asian Thermophysical Properties Conference
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Unveiling the relationship between thermal conductivity and the structure of crosslinked epoxy resin2022

    • Author(s)
      Yinbo Zhao, Gota Kikugawa, Yoshiaki Kawagoe, Keiichi Shirasu, Tomonaga Okabe
    • Organizer
      The 13th Asian Thermophysical Properties Conference
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Various practical applications of quantum annealing2022

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      TSRC Workshop Scientific Applications of Quantum Annealers
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Quantum annealing and its applications to real world-Solutions and Education-2022

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      2022 Japan-Taiwan Advanced Quantum Technology Research and Development Workshop
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 量子アニーリングとその教育プログラムへの可能性2022

    • Author(s)
      大関 真之
    • Organizer
      第1回 国際シンポジウム:メタバース・XR技術の教育利用と国際協創
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] Multiscale modeling for thermomechanical properties of crosslinked polymers: from quantum chemistry to mesoscale simulation2022

    • Author(s)
      Gota Kikugawa
    • Organizer
      The 32nd International Symposium on Transport Phenomena 2022年3月21日 Pacific Center of Thermal Fluids Engineering
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Simulations of Flow over Low-Pressure Turbine Blades with PyFR2022

    • Author(s)
      Yoshiaki Abe
    • Organizer
      PyFR Symposium 2020
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] High-fidelity Flow Simulation around a Low-pressure Turbine Blade and Cross-platform Implementation with PyFR2022

    • Author(s)
      Yoshiaki Abe, Freddie D. Witherden, Kazuhiko Komatsu, Brian C. Vermeire, Peter E. Vincent, Kozo Fujii
    • Organizer
      the 17th International Conference on Flow Dynamics
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 機械学習を用いた有機液体の分子スケール構造と熱物性の相関性の解明2021

    • Author(s)
      河本 祐樹, 菊川 豪太
    • Organizer
      第35回数値流体力学シンポジウム
    • Related Report
      2021 Annual Research Report
  • [Presentation] 熱硬化性高分子材料の反応DPDシミュレーショ ンにおける相互作用パラメータの探索2021

    • Author(s)
      Li Kaiwen, 菊川 豪太, 川越 吉晃, 岡部 朋永
    • Organizer
      第35回数値流体力学シンポジウム
    • Related Report
      2021 Annual Research Report
  • [Presentation] Relation between the internal molecular structure and thermomechanical properties of multi-component epoxy resin2021

    • Author(s)
      Yinbo Zhao, Gota Kikugawa, Naoki Kishimoto, Yoshiaki Kawagoe, Keiichi Shirasu, Tomonaga Okabe
    • Organizer
      2nd Asian Conference on Thermal Science
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] How to perform iterative-structured machine learning by quantum annealer2021

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      Adiabatic Quantum Computing Conference 2021 (AQC 2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Qubits21 presentations from Tohoku Univ./Sigma-i Co. Ltd.2021

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      Qubits 21
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] "Quantum Annealing and Its Application to Real World - A Unique Education Program -"2021

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      "2021 Bilateral Workshop between Tohoku University and National Tsing Hua University"
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 「これまでの量子アニーリング適用と今後の発展」2021

    • Author(s)
      大関 真之
    • Organizer
      東北大学ソフトマテリアル研究拠点 第2回シンポジウム
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] A 16-year collaboration with HLRS and beyond2021

    • Author(s)
      Hiroaki Kobayashi
    • Organizer
      25-th anniversary of HLRS workshop
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] The New Era of Hybrid-Computing: Vector-Scalar to Vector-Digital Annealing, to Vector-Quantum Annealing2021

    • Author(s)
      Hiroaki Kobayashi
    • Organizer
      Russian Supercomputing Days
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] The New Era of Hybrid-Computing on and with SX-Aurora TSUBASA: Vector-Scalar to Vector-Digital Annealing, to Vector-Quantum Annealing2021

    • Author(s)
      Hiroaki Kobayashi
    • Organizer
      the 31st Workshop on Sustained Simulation Performance
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 量子アニーリングが拓く新しいHPCの世界2021

    • Author(s)
      小林広明
    • Organizer
      量子コンピューティングEXPO
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] 量子化学反応経路計算と散逸粒子動力学法を用いた熱硬化性樹脂の架橋形成モデリング2021

    • Author(s)
      川越吉晃, 菊川豪太, 岡部朋永
    • Organizer
      第12回日本複合材料会議
    • Related Report
      2020 Annual Research Report
  • [Presentation] The New Era of Hybrid-Computing on and with SX-Aurora TSUBASA: Vector-Scalar to Vector-Digital Annealing, to Vector-Quantum Annealing2021

    • Author(s)
      Hiroaki Kobayashi
    • Organizer
      31st Workshop on Sustained Simulation Performance
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] 量子化学反応経路計算と分子動力学シミュレーションによる多成分系エポキシ樹脂の熱機械特性の解析2020

    • Author(s)
      Zhao Yinbo, 菊川 豪太, 岸本 直樹, 川越 吉晃, 白須 圭一, 岡部 朋永
    • Organizer
      第34回数値流体力学シンポジウム
    • Related Report
      2020 Annual Research Report
  • [Presentation] エポキシ架橋高分子材料の熱機械特性に関する反応分子動力学シミュレーション2020

    • Author(s)
      菊川 豪太, 国枝 宏之, ZHAO Yinbo, 大矢 豊大, 岡部 朋永
    • Organizer
      第57回日本伝熱シンポジウム
    • Related Report
      2020 Annual Research Report
  • [Presentation] High-fidelity Flow Simulation around a Low-pressure Turbine Blade and Cross-platform Implementation with PyFR2020

    • Author(s)
      Yoshiaki Abe, Freddie D. Witherden, Kazuhiko Komatsu, Brian C. Vermeire, Peter E. Vincent, Kozo Fujii
    • Organizer
      17th International Conference on Flow Dynamics
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Simulations of Flow over Low-Pressure Turbine Blades with PyFR,2020

    • Author(s)
      Yoshiaki Abe
    • Organizer
      PyFR Symposium 2020
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Metadata Management for Large-Scale Hybrid Memory Architectures2020

    • Author(s)
      Shunsuke TsukadaMasayuki SatoKazuhiko KomatsuHiroaki Kobayashi
    • Organizer
      ISC High Performance
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 複合型メインメモリのメタデータ管理のためのデータアクセス解析2020

    • Author(s)
      塚田 竣介, 佐藤 雅之, 高屋敷 光, 小松 一彦, 小林 広明
    • Organizer
      並列/分散/協調処理に関する「福井」サマー・ワークショップ(SWoPP2020)
    • Related Report
      2020 Annual Research Report
  • [Presentation] Performance Evaluation of SX-Aurora TSUBASA and Its Quantum Annealing-Assisted Application Design2020

    • Author(s)
      Hiroaki Kobayashi
    • Organizer
      Russian Supercomputing days 2020,
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] An Evaluation of a Hierarchical Clustering Method Using Quantum Annealing2020

    • Author(s)
      Masahito Kumagai, Kazuhiko Komatsu, Masayuki Sato, Hiroaki Kobayashi
    • Organizer
      ISC High Performance
    • Related Report
      2020 Annual Research Report
  • [Presentation] 高性能計算基盤の開発とそのデータ科学・計算科学融合型キラーアプリ2020

    • Author(s)
      小林広明
    • Organizer
      東北大学知のフォーラム: 実験家のためのデータ駆動科学オンラインセミナー
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] An Evaluation of a Hierarchical Clustering Method Using Quantum Annealing2020

    • Author(s)
      Masahito Kumagai, Kazuhiko Komatsu, Masayuki Sato, Hiroaki Kobayashi
    • Organizer
      ISC2020
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Full atomistic molecular dynamics and DPD integrated simulations with reaction model for advanced design of thermosetting polymeric materials2019

    • Author(s)
      Gota Kikugawa
    • Organizer
      International Workshop on applications of Materials Integration for CFRP
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Interaction Between Fibers and Viscous Flow Evaluated by Simplified Bead-Chain Model and Generalized SPH2019

    • Author(s)
      Yoshiaki Abe, Tomonaga Okabe
    • Organizer
      72nd Annual Meeting of the APS Division of Fluid Dynamics
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Breaking limitation of quantum annealer in solving optimization problem under constraints2019

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      Adiabatic Quantum Computing Conference 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] T-QARD Update: Recent activities and some new algorithms2019

    • Author(s)
      Masamichi J. Miyama, Ami S. Koshikawa and Masayuki Ohzeki
    • Organizer
      Qubits North America 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 量子アニーリングが示す情報科学の未来(量子退火所代表的資訊科學的未來)2019

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      2019台日科学技術フォーラム(2019台日科技高峰論壇-數位創新與智慧製造)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Quantum annealing and its application -new generation of natural computing2019

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      The IEEE International 3D Systems Integration Conference (3DIC)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Quantum annealing and its application to deep learning - new direction of quantum annealing -2019

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      Deep Learning and physics 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Quantum annealing and machine learning - new directions of quantum2019

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      IPAM Workshop IV: Using Physical Insights for Machine Learning
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Quantum annealing and its practical applications2019

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      17th RIEC International Workshop on Spintronics
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Quantum Annealing and Machine Learning-new directions of Quantum Annealing-2019

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      Indo Japan Joint Workshop on Quantum Computation & Information
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Breaking limit of quantum annealer by statistical mechanics2019

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      Meeting on Quantum Annealing of the LHZ Architecture and Related Topics
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Performance evaluation of a clustering approach based on thermophysical properties by using multiple platform2019

    • Author(s)
      Kou Murakami, Kazuhiko Komatsu, Masayuki Sato, Hiroaki Kobayashi
    • Organizer
      International Conference on High Performance Computing in Asia-Pacific Region (HPCAsia)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ベクトルコンピュータを用いた機械学習の高速化に関する研究2019

    • Author(s)
      村上 洸, 佐藤 雅之, 小松 一彦, 小林 広明
    • Organizer
      電気関係学会東北支部連合大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 量子アニーリングを用いたクラスタリング手法の評価2019

    • Author(s)
      熊谷 政仁, 小松 一彦, 佐藤 雅之, 小林 広明
    • Organizer
      2020年電子情報通信学会総合大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] QA-Assisted Next Generation HPC Infrastructure for Computational Science, Data Science and their Integrated Applications2019

    • Author(s)
      Hiroaki Kobayashi
    • Organizer
      Russian Supercomputing Days 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Quantum-Annealing Assisted Next-Generation HPC for Inductive and Deductive Computing Integrated Applications2019

    • Author(s)
      Hiroaki Kobayashi
    • Organizer
      30th Workshop on Sustained Simulation Performance
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Book] Sustained Simulation Performance 2019 and 20202021

    • Author(s)
      Resch, M., Kovalenko, Y., Bez, W., Focht, E., Kobayashi, H. (Eds.)
    • Total Pages
      190
    • Publisher
      Springer Nature Switzerland AG
    • ISBN
      9783030680497
    • Related Report
      2021 Annual Research Report
  • [Book] Sustained Simulation Performance 2018 and 20192020

    • Author(s)
      Resch, M., Wossough, M., Bez, W., Focht, E., Kobayashi, H.
    • Total Pages
      234
    • Publisher
      Springer Nature Switzerland AG
    • ISBN
      9783030391812
    • Related Report
      2020 Annual Research Report

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Published: 2019-04-18   Modified: 2024-01-30  

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