Research keywords

• Numerical Analysis (Structure Preserving Numerical Methods, Hamilton System)

• Machine Learning (Physics-informed, Parametrization)

• Fluid Dynamics, Geophysical Fluid Dynamics, Heat Transfer Engineering

• High-Performance Computing

Publications

Papers

1. Rin Irie, Sotaro Iwamoto, Ken Kakita, Seiichi Tanaka, Seiji Fujiwara, Numerical analysis of a standing-wave thermoacoustic refrigerator by one-dimensional simulation, Transactions of the Japan Society of Mechanical Engineers, Vol. 85 (2019), No. 869, p. 18-00268. [Web] (in Japanese)

2. Rin Irie, Teruyoshi Kobayashi, Takaharu Yaguchi, newblock Numerical analysis on the dynamical importance of a group of nodes in networks, The Kokumin-Keisai Zasshi, Vol. 214 (2016), No. 5, pp. 39-49. [Web] (in Japanese)

Conferences

1. Rin Irie, Helen Stewart, Masaki Hisada, Takaharu Yaguchi, Performance evaluation and optimization of a deep learning parameterization method trained from submesoscale-permitting ocean simulations, EGU General Assembly 2025 (EGU2025), 2025.04.27-05.02, Vienna. [EGU25-4606]

2. Kazuki Kohyama, Rin Irie, Masaki Hisada, Causal analysis of time series data for modeling nonlinear phenomena, EGU General Assembly 2025 (EGU2025), 2025.04.27-05.02, Vienna. [EGU25-3480]

3. Rin Irie, Kazuki Kohyama, Helen Stewart, Tetsuya Fukuda, Tsuneko Kura, Masaki Hisada, Performance Evaluation of MITgcm on Supercomputer Fugaku for the Realization of Submesoscale-permitting Earth System Modelling, AGU Annual Meeting 2024 (AGU24), 2024.12.9-13, Washington D.C. [A31L-1903]

4. Helen Stewart, Rin Irie, Tsuneko Kura, Masaki Hisada, Keiko Takahashi, Study on Incorporating Observation-derived Data into Submesoscale-permitting Ocean Physics-Biogeochemistry Simulations Using MITgcm, AGU Annual Meeting 2024 (AGU24), 2024.12.9-13, Washington D.C. [A31L-1898]

5. Midori Kawada, Takashi Kobayashi, Helen Stewart, Rin Irie, Madoka Takahashi, Masaki Hisada, Performance of clustering for upwelling area detection combining ocean reanalysis data and bathymetric data set, 2024 IEEE International Geoscience and Remote Sensing Symposium (IGRSS2024), 2024.07.07-12, Athens. [10.1109/IGARSS53475.2024.10642228]

6. Rin Irie, Helen Stewart, Tsuneko Kura, Masaki Hisada, Optimizing a deep-learning model for parameterizing submesoscale phenomena in an ocean simulator, Workshop on Scientific Machine Learning and Its Industrial Applications (SMLIA2024), 2024.06.25-27, Singapore.

7. Helen Stewart, Rin Irie, Tsuneko Kura, Masaki Hisada, Keiko Takahashi, Preliminary study on incorporating observation-derived data into ocean simulations for understanding ocean biophysical interactions at the submesoscale, Japan Geoscience Union Meeting 2024 (JpGU2024), 2024.05.26-31, Chiba.

8. Rin Irie, Helen Stewart, Tsuneko Kura, Masaki Hisada, Takaharu Yaguchi, Parameterizing ocean vertical mixing using deep learning trained from high-resolution simulations, EGU General Assembly 2024 (EGU2024), 2024.04.14-19, Vienna. [EGU24-2297]

9. Helen Stewart, Rin Irie, Tsuneko Kura, Masaki Hisada, Keiko Takahashi, Changes in net primary production in a warming ocean: Examining model projections from coarse resolution to the submesoscale, EGU General Assembly 2024 (EGU2024), 2024.04.14-19, Vienna. [EGU24-2295]

10. Rin Irie, Helen Stewart, Tetsuya Fukuda, Tsuneko Kura, Masaki Hisada, Performance evaluation of a computer cluster for the realization of submesoscale-resolved earth system models, HPC Asia 2024, 2024.01.25-27, Nagoya. [Extended Abstruct]

11. Rin Irie, Helen Stewart, Aya Suzuki, Masaki Hisada, Keiko Takahashi, Ultra-High-Resolution Simulations for Resolving Submesoscale Ocean Eddies, In 34th IUPAP Conference on Computational Physics, C07-4-04, 2023.08.04-08, Kobe.

12. Helen Stewart, Rin Irie, Aya Suzuki, Masaki Hisada, Keiko Takahashi, Effect of submesoscale dynamics and baroclinic instabilities on phytoplankton, EGU General Assembly 2023, 2023.04.23-28, Vienna. [EGU23-11212]

13. Rin Irie, Helen Stewart, Toru Nakamura, Masaki Hisada, Parallel Performance Evaluation of MITgcm, HPC Asia 2023, 2023.02.28-03.02, Singapore. [Extended Abstruct]

About me

Biography

• Apr. 2008 - Mar. 2013, Department of Mechanical Engineering, National Institute of Technology, Akashi College.

• Apr. 2013 - Mar. 2015, Department of Computer Science and Systems Engineering, Kobe University.

• Apr. 2015 - Mar. 2017, Graduate School of System Informatics, Kobe University.

• Apr. 2017 - Mar. 2022, NTT Software Innovation Center.

• Apr. 2022 - Current, NTT Space Environment and Energy Laboratories.

• Oct. 2024 - Current, Graduate School of Science, Kobe University.

Thesis

• Mar. 2015, Bachelor of Engineering, Kobe University (Supervisor: Takaharu Yaguchi).

• Mar. 2017, Master of System Informatics, Kobe University (Supervisor: Takaharu Yaguchi).

Society

• The Japan Society for Industrial and Applied Mathematics

• European Geosciences Union

Research activities

• Apr. 2023 - Current, Adjunct Researcher, Research Organization for Nano & Life Innovation, Waseda University.

• The Access Projects of HPCI Shared Computational Resources.

  • Jun. 2023 - Sep. 2023, Fugaku Trial Access Projects, Verification of MITgcm Operations on Fugaku for High-Resolution Ocean Simulations, hp230319.

  • Sep. 2023 - Mar. 2024, Fugaku Trial Access Projects, Verification of the scale performance in MITgcm for High-Resolution Ocean Simulations on Fugaku, hp230382.

  • Mar. 2024 - Sep. 2024, Fugaku Trial Access Projects, Verification of the effective parallel computing in MITgcm for high-resolution ocean Simulations on Fugaku, hp230531.

  • Sep. 2024 - Mar. 2024, Fugaku Trial Access Projects, Verification of the effective parallel computing in MITgcm for high-resolution ocean simulations combined with the biogeochemistry model on Fugaku, hp240394.

License

• Amateur Second-Class Radio Operator