学際大規模情報基盤共同利用・共同研究拠点

採択課題 【詳細】

jh250027 Innovative Computational Science by Integration of Simulation/Data/Learning on Heterogeneous Supercomputers
課題代表者 中島研吾(東京大学情報基盤センター)
Kengo Nakajima (Information Technology Center, The University of Tokyo)
概要 This project advances computational science by integrating "Simulation/Data/Learning (S+D+L)" using heterogeneous supercomputers like “Wisteria/BDEC-01” and “Miyabi,” along with "mdx." Initially focused on earthquake simulation with real-time data assimilation in FY.2021 and FY.2022, it expanded to other fields from FY.2023, collaborating with international partners. The team developed the h3-Open-BDEC platform to facilitate integration of (S+D+L), gaining global attention. Research spans earth and life sciences, and software development. In FY.2025, the project will include quantum sciences and extend h3-Open-BDEC for QC-HPC Hybrid Environment.
関連Webページ
報告書等 研究紹介ポスター / 最終報告書
業績一覧 (1) 学術論文 (査読あり)
[] Kengo Nakajima, 2025, Optimization of communication-computation overlapping in parallel multigrid methods by process/thread allocation, Japan Journal of Industrial and Applied Mathematics, 42 (3), 1029-1062
(2) 国際会議プロシーディングス (査読あり)
[] Wu, X., Di Napoli, E., ChASE: An Application-Driven Eigensolver in the Era of Exascale Computing, ISC-HPC 2025 Research Poster, Hamburg, Germany, June 10-13, 2025
[] Afzal, A., Jager, G., Wellein, G., DisCostiC: Digital Twin Performance Simulations Unlocking Hardware-Software Interplay, ISC-HPC 2025 Project Poster, Hamburg, Germany, June 10-13, 2025
[] Nakajima, K., Furumura, T., Boillod-Cerneux, F., Di Napoli, E., Suarez, E., Arakawa, T., Sumimoto, S., Yashiro, H., Innovative Computational Science by Integration of Simulation/Data/Learning on Heterogeneous Supercomputers, ISC-HPC 2025 Project Poster, Hamburg, Germany, June 10-13, 2025
[] Antonin Arsac, Gabriel Sarazin, Aurore Lomet, Jean-Philippe Poli, 2026, Fast HSIC-Based Tests for Random Processes, Lecture Notes in Computer Science Advances and Trends in Artificial Intelligence. Theory and Applications, 392-404
[] Kohei Fujita, Tsuyoshi Ichimura, Muneo Hori, Lalith Maddegedara, Explicit Low-Order Finite-Element Wave Simulation Accelerated with Variable-Precision Computing using INT8 Tensor Cores, SC25 Research Poster, Saint Louis, MO, USA, November 16-21, 2025 (accepted)
(3) 国際会議発表(査読なし)
[] Nakajima, K., JHPCN-Japan, HPC Alliance Workshop, Hamburg, Germany, June 13, 2025
[] Nakajima, K., Road to "AI for Science": Exploring Software Sustainability through "Couplers", SIAM Spotlight on Supercomputing, May 21, 2025 (online) 【Invited Talk】
[] Nakajima, K., Road to "AI for Science": Exploring Software Sustainability through "Couplers", Algorithms for Multiphysics Models in The Post-Moore's Law Era, Los Alamos, NM, USA, June 5, 2025【Invited Talk】
[] Nakajima, K., QC-HPC Hybrid Computing using the Supercomputer Systems at the University of Tokyo, Materials Science Working Group In-Person Workshop 2025, Kobe, Japan, August 18-20, 2025【Invited Talk】
[] Lomet, A., Causal Discovery for Time Series with PC-HSIC: Kernel Methods and Computational Improvements, Annual workshop Causal Modelling and Inference, Paris, France, August 25-26, 2025【Invited Talk】
[] Nakajima, K., Innovative Supercomputing by Integrations of Simulations/Data/Learning on Large-Scale Heterogeneous Systems, 8th Edition of INFIERI Summer School, Pisa, Italy, September 1-13, 2025【Invited Talk】
[] Lomet, A., Introduction to Causality for Time Series and HSIC, UQ4ML | COMETA Workshop on Uncertainty Quantification for Machine Learning, CEA Paris-Saclay, September 15-18, 2025【Invited Talk】
[] Nakajima, K., Effects of Process/Thread Allocation for Optimization of Communication-Computation Overlapping in Parallel Multigrid Methods, 22nd Copper Mountain Multigrid Conference, Copper Mountain, CO, USA, April 15, 2025
[] Nakajima, K., Road to "AI for Science": Exploring Software Sustainability through "Couplers", MS12: Simulation of Earthquake Hazards and Disasters with HPC, 4th International Conference on Computational Engineering and Science for Safety and Environmental Problems (COMPSAFE2025), Kobe, Japan, July 1-4, 2025
[] Arakawa, T., Yashiro, H., Sumimoto, S., Nakajima, K., Evaluation of Large-Scale Ensemble Coupling on the Atmospheric Model NICAM, Asia Oceania Geosciences Society 22th Annual Meeting Singapore, July 31, 2025
[] Nakajima, K., Road to "AI for Science": Exploring Software Sustainability through "Couplers", 1st International Workshop on Distributed and Parallel Programming for Extreme-scale AI (DP2E-AI 2025), Paris, France, June 16-17, 2025【Invited Talk】
[] Nakajima, K., Road to "AI for Science": Exploring Software Sustainability through "Couplers", MS16: 29th International Conference on Domain Decomposition Methods (DD29), Milan, Italy, June 23-27, 2025【Invited Talk】
(4) 国内会議発表(査読なし)
[] 中島研吾,「IBM川崎・Miyabi」によるQC-HPCハイブリッド連携,量子イノベーションイニシアティブ協議会(QII),2025年6月18日(オンライン)【招待講演】
[] 中島研吾,スーパーコンピューティングへの招待:スパコンへの数学,第19回創造性の育成塾,東京,2025年7月29日【招待講演】
[] 中島研吾,三木洋平,山崎一哉,下川辺隆史,富岳NEXTにおける アプリケーションとプログラミング,RIMS共同研究:数値解析が拓く次世代情報社会~データ駆動型から「富岳NEXT」~,京都大学益川ホール,2025年10月8日~10日【招待講演】
[] 中島研吾,深谷猛,南里豪志,混合精度パイプライン型共役勾配法,情報処理学会研究報告(2025-HPC-199-02)
[] 中島研吾,深谷猛,南里豪志,大規模並列環境におけるパイプライン型共役勾配法,情報処理学会研究報告(2025-HPC-200-02)
[] 住元真司,胡曜,山崎一哉,中島研吾,WaitIO-Router:異種ネットワーク間高速通信を実現する通信ライブラリの試作(2025-HPC-200-29)
[] 藤田航平,三田村大我,市村強,堀宗朗,Lalith Maddegedara, 山田岳峰, 笠松健太郎,稠密観測と大規模解析による内部構造推定手法を用いた崖地形すべり危険度評価手法の開発,日本地震工学会・大会,那覇,沖縄,2025年12月9日~10日
(5) 公開したライブラリなど
該当なし
(6) その他(特許,プレスリリース,著書等)
[] 【Tutorial】濱村一航,丹愛彦,荒川隆,住元真司,中島研吾,第248回お試しアカウント付き並列プログラミング講習会「『CUDA-Q+Miyabi』で『量子・HPCハイブリッド』を体験してみよう」,ハイブリッド(柏+オンライン),2024年5月26日
[] 【Tutorial】Shinji Sumimoto, Takashi Arakasa, Kengo Nakajima, Nakajima, K., HPC: Integration of Simulation/ Data/ Machine Learning on a Heterogeneous Supercomputer system, Hands-on Lab’s, 8th Edition of INFIERI Summer School, Pisa, Italy, September 1-13, 2025
[] 【Award】令和7年度文部科学大臣表彰科学技術賞科学技術振興部門:中島研吾,住元真司,荒川隆,下川邊隆史,塙敏博(Minister of MEXT Award for Science and Technology, Science and Technology Promotion Division, Reiwa 7:Kengo Nakajima, Shinji Sumimoto, Takashi Arakawa, Takashi Shimokawabe, Toshihiro Hanawa)
[] 【Award】1st Place – Best Research Poster Award: Afzal, A., Jager, G., Wellein, G., DisCostiC: Digital Twin Performance Simulations Unlocking Hardware-Software Interplay, ISC-HPC 2025 Project Poster, Hamburg, Germany, June 10-13, 2025
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