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Improvement of configuration and flow control of fluid machinery using deep reinforcement learning
Kie Okabayashi
Science of Machine Vol. 77 No. 4 p. 243-252 2025/04 Article, review, commentary, editorial, etc. (trade magazine, newspaper, online media)
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Twin Experiments for Data Assimilation of Cavitating Flow around a Clark-Y11.7% Hydrofoil
Kie Okabayashi
4th Asian Workshop on Hydraulic Machinery p. 34-35 2025/01/23 Research paper, summary (international conference)
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Development of Data-Driven Cavitation Model and Its Training Dataset
Kie Okabayashi
Turbomachinery Vol. 53 No. 1 p. 19-25 2025/01/10 Article, review, commentary, editorial, etc. (scientific journal)
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Data-driven cavitation model and their training datasets
Kie Okabayashi
Vol. 14 p. 53-56 2024/07 Article, review, commentary, editorial, etc. (bulletin of university, research institution)
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Twin Experiment to Construct a Data Assimilation System for Cavitating Flow
Shungo Okamura, Kie Okabayashi
Proc. of 21st Symposium on Cavitation No. S2-4 2023/12/07 Research paper, summary (national, other academic conference)
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Extension of Two-dimensional Cavitating Flow Field around an Airfoil to Three-dimensional Flow Field using Super-resolution Machine Learning
Kie Okabayashi
Proc. of 21st Symposium on Cavitation No. T1-3 p. 1-6 2023/12/07 Research paper, summary (national, other academic conference)
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Investigation of the Numerical Stability of the Data-driven Cavitation Model
Yuina Motozono, Kie Okabayashi
Proc. of 21st Symposium on Cavitation No. T1-2 p. 1-6 2023/12/07 Research paper, summary (national, other academic conference)
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キャビテーション乱流のCFDデータベースを用いたデータ駆動型キャビテーションモデルの開発に関する研究
Kie Okabayashi
CYBERMEDIA HPC JOURNAL No. 13 p. 63-66 2023/09 Rapid communication, short report, research note, etc. (bulletin of university, research institution)
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Deep Reinforcement Learning for the Optimization of the Sensor Position of V-control
Yonosuke Ofuchi, Kie Okabayashi
Abstract of ASME-JSME-KSME Joint Fluids Engineering Conference 2023 No. 1-10-2-06 p. 1-1 2023/07/09 Research paper, summary (international conference)
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Speed-up of the Optimization of Fluid Control Laws by using Dynamic Mode Decomposition in the Environment of Deep Reinforcement Learning
Taku Sakamoto, Kie Okabayashi
Abstract of ASME-JSME-KSME Joint Fluids Engineering Conference 2023 No. 2-10-1-05 p. 1-1 2023/07/09 Research paper, summary (international conference)
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Numerical Simulation on the Separated Turbulent Flow around a Hydrofoil with Cavitation LES Model Considering the Inception from SGS Vortices
Kie Okabayashi
Nagare Vol. 42 No. 2 p. 87-90 2023/04/25 Article, review, commentary, editorial, etc. (scientific journal)
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Introduction of dynamic mode decomposition to the lift fluctuation control optimization of flow around a cylinder using deep reinforcement learning
Taku Sakamoto, Kie Okabayashi
Proc. of 36th Computational Fluid Dynamics Symposium No. D05-3 p. 1-5 2022/12/14 Research paper, summary (national, other academic conference)
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Application of Deep Reinforcement Learning for the Further Optimization of the V-control
Yonosuke Ofuchi, Kie Okabayashi
Proc. of 36th Computational Fluid Dynamics Symposium No. D05-2 p. 1-4 2022/12/14 Research paper, summary (national, other academic conference)
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Mechanism of propagation of collective deformation behavior caused by interaction between fibers and flow
Shota Akita, Takehiro Fujii, Kie Okabayashi, Shintaro Takeuchi
Proc. of 36th Computational Fluid Dynamics Symposium No. D03-5 p. 1-2 2022/12/14 Research paper, summary (national, other academic conference)
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Improvement of Cavitation LES Model Considering the Inception from SGS Vortices
Kie Okabayashi
Proc. of 36th Computational Fluid Dynamics Symposium No. D02-1 p. 1-4 2022/12/14 Research paper, summary (national, other academic conference)
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CFD Education in Fluid Engineering Laboratory of Osaka University
Kie Okabayashi
Turbomachinery Vol. 50 No. 9 p. 540-546 2022/09 Article, review, commentary, editorial, etc. (scientific journal)
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Development of Cavitation Model Simulating Streamlines around the Sheet Cavity by Interface Tracking
Shungo Okamura, Kie Okabayashi
Proc. of Symposium on Multiphase Flow 2022 No. E0011 p. 1-2 2022/08 Research paper, summary (national, other academic conference)
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Preliminary Study on Learning Mode of Data-driven Cavitation Model
Toshikazu Noda, Kie Okabayashi
Proc. of Symposium on Multiphase Flow 2022 No. E0008 p. 1-2 2022/08 Research paper, summary (national, other academic conference)
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Development of Optimization Method of Airfoil Shape and Turbulence Control by Combining Deep Reinforcement Learning and CFD
Kie Okabayashi, Toshikazu Noda, Yonosuke Ofuchi
p. 199-204 2022/05 Research paper, summary (national, other academic conference)
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Unsteady Simulation of the Cavitating Turbulent Flow around a Hydrofoil Considering Turbulence Elementary Vortices
Kie Okabayashi, Takeo Kajishima
Proc. of 20th Symposium on Cavitation No. T1-7 p. 1-6 2021/12 Research paper, summary (national, other academic conference)
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ミウラ折り型ジグザグリブレットの実用のための研究
Kie Okabayashi
CYBERMEDIA HPC JOURNAL No. 11 p. 47-51 2021/11 Rapid communication, short report, research note, etc. (bulletin of university, research institution)
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Turbulence Analysis Method for Cavitating Turbulent Flow
Kie Okabayashi
Turbomachinery Vol. 49 No. 11 p. 656-666 2021/11 Article, review, commentary, editorial, etc. (scientific journal)
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Unsteady Simulation of Flow around a Hydrofoil using Cavitation Model based on Streamlines around the Sheet Cavity
Kie Okabayashi, Takeo Kajishima
Proc. of Symposium on Multiphase Flow 2021 No. E0115 p. 1-2 2021/08 Research paper, summary (national, other academic conference)
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Development of Miura-fold-type Zigzag Riblet for Friction Drag Reduction
Kie Okabayashi
Journal of Japan Society of Fluid Mechanics Vol. 40 No. 4 p. 264-270 2021/08 Article, review, commentary, editorial, etc. (scientific journal)
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Application of Deep Reinforcement Learning for Optimization of Geometry Parameters of Corrugated Wing
Toshikazu Noda, Kie Okabayashi, Shintaro Takeuchi, Takeo Kajishima
No. 1B05 p. 1-4 2021/06 Research paper, summary (national, other academic conference)
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Optimization of geometry parameters of an airfoil aiming the improvement of the lift-drag ratio using deep reinforcement learning
Toshikazu Noda, Kie Okabayashi, Shintaro Takeuchi, Takeo Kajishima
Proc. of 34th Symposium on Computational Fluid Dynamics (CFD34) No. F11-3 p. 1-5 2020/12 Research paper, summary (national, other academic conference)
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Consideration on the parameter convergence in global stability analysis of the confined cavity flow between rotating and stationary disks
Yuta Akagi, Kie Okabayashi, Shintaro Takeuchi, Takeo Kajishima, Byungjin An, Motohiko Nohmi, Masashi Obuchi
Proc. of 34th Symposium on Computational Fluid Dynamics (CFD34) No. A06-4 p. 1-9 2020/12 Research paper, summary (national, other academic conference)
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Development of the cavitation model based on streamlines around the sheet cavity
Ayumu Furukawa, Kie Okabayashi, Takeo Kajishima
Proc. of 34th Symposium on Computational Fluid Dynamics (CFD34) No. B03-2 p. 1-4 2020/12 Research paper, summary (national, other academic conference)
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Global Stability Analysis on High Mach Number Flow above a Flat Plate including Acoustic Disturbance
Kie Okabayashi
Fluid Dynamics Conference/ Aerospace Numerical Simulation Symposium 2020 Online No. 1C10 p. 1-5 2020/09 Research paper, summary (national, other academic conference)
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Numerical Study for the Improvement of the Reproducibility of the Hydrofoil Performance in Unsteady Simulation of Cavitating Turbulent Flow
Kie Okabayashi, Ayumu Furukawa, Takeshi Otsu, Takeo Kajishima
Proc. of Symposium on Multiphase Flow 2020 No. 0136 p. 1-2 2020/08 Research paper, summary (national, other academic conference)
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Global stability analysis of Mach 4.5 flow above a flat plate including acoustic disturbance
Daiki Ishikawa, Kie Okabayashi
Proc. of Symposium on Shock Waves in Japan No. 046 p. 1-10 2020/03 Research paper, summary (national, other academic conference)
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Global stability analysis of a Mach 4.5 flow over a flat plate
Daiki Ishikawa, Kie Okabayashi
Proc. of 33rd Symposium on Computational Fluid Dynamics (CFD33) No. A10-5 p. 1-5 2019/12 Research paper, summary (national, other academic conference)
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Generation cycle of the spanwise vortices in LES of the flow around a hydrofoil
Wenyang Luo, Kie Okabayashi, Takeo Kajishima
Proc. of 33rd Symposium on Computational Fluid Dynamics (CFD33) No. D07-1 p. 1-5 2019/12
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LES of the flow around a hydrofoil considering the cavity inception from SGS vortices
Takeshi Otsu, Kie Okabayashi, Takeo Kajishima
Proc. of 33rd Symposium on Computational Fluid Dynamics (CFD33) No. D07-2 p. 1-4 2019/12
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Large-eddy simulation on the flow around the Clark-Y11.7% hydrofoil at angle of attack of 20 degrees
Takeshi Otsu, Kie Okabayashi, Takeo Kajishima
Proceeding of Annual Meeting of Japan Society of Fluid Mechanics p. 1-3 2019/09
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Large‐eddy Simulation of Cavitating Turbulent Flow around a Hydrofoil in a High Angle of Attack
Kie Okabayashi, Wenyang Luo, Takeshi Otsu, Takeo Kajishima
混相流シンポジウム講演論文集(Web) Vol. 2019 2019/08 Research paper, summary (national, other academic conference)
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Global stability analysis of con ned cavity
Yuki Kodera, Kie Okabayashi, Shintaro Takeuchi, Takeo Kajishima, Byungjin An, Motohiko Nohmi, Masashi Obuchi
32nd Symposium on Computational Fluid Dynamics Vol. D11-2 p. 1-6 2018/12
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Generating Mechanism of Spanwise Vortices in Cavitating Turbulent Flow around a Hydrofoil
Wenyang Luo, Kie Okabayashi, Takeo Kajishima
32nd Symposium on Computational Fluid Dynamics Vol. A11-3 p. 1-5 2018/12
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Direct numerical simulation on drag reduction of spatially-developing wall turbulence above riblets
Eigo Otoi, Kie Okabayashi
32nd Symposium on Computational Fluid Dynamics Vol. D08-2 p. 1-5 2018/12
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Observation of Intermittent Spanwise Vortices in Cavitating Turbulent Flow around a Hydrofoil
Kie Okabayashi, Takeo Kajishima
Proc. 19th Symposium on Cavitation p. 1-6 2018/10
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Numerical Analysis of a Conned Cavity
Yuki Kodera, Kie Okabayashi, Shintaro Takeuchi, Takeo Kajishima, Byungjin An, Motohiko Nohmi, Masashi Obuchi
Vol. 158 p. 1-3 2018/09
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Detailed Investigation on Vortices in Turbulent Flow above Zigzag Riblets
Kie Okabayashi
Vol. 3A08 2018/07
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Numerical Study on the Boundary-layer Receptivity to Hypersonic Free-stream Turbulence
Daiki Ishikawa, Kie Okabayashi, Shintaro Takeuchi, Takeo Kajishima
Symposium on Shock Waves in Japan No. 049 p. 1-5 2018/03 Research paper, summary (national, other academic conference)
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Numerical analysis on stability of attack angle of corrugated wing
Shugo Kimura, Shintaro Takeuchi, Kie Okabayashi, Takeo Kajishima
Proc. of 31st Symposium on computational fluid dynamics No. D02-1 2017/12 Research paper, summary (national, other academic conference)
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Numerical analysis on drag reduction with three dimensional zigzag wall pattern
Kenshi Hirai, Kie Okabayashi, Shintaro Takeuchi, Takeo Kajishima
Proc. of 30th Symposium on Computational Fluid Dynamics (CFD30) No. D03-4 p. 1-4 2016/12 Research paper, summary (national, other academic conference)
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再突入カプセルにおけるRCS干渉場の予測
浜本滋, 藤井啓介, 三木肇, 岡林希依, 高間良樹
宇宙航空研究開発機構特別資料 JAXA-SP-(Web) No. 16-003 2016/09/30
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リブレット上の流れの数値シミュレーション
村上哲, 郭東潤, 岡林希依, 内藤弘士
宇宙航空研究開発機構特別資料 JAXA-SP-(Web) No. 16-003 2016/09/30
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Application of Computerized Tomography onto set of regular schlieren images taken at JAXA Hypersonic/Supersonic Tunnels
藤井啓介, 平林則明, 小山忠勇, 津田尚一, 中川宗敬, 板橋幸広, 中村晃祥, 岡林希依, 高間良樹
宇宙航空研究開発機構研究開発報告 JAXA-RR- Vol. 14 No. 14-011 p. 40P-36 2015/03/27
Publisher: 宇宙航空研究開発機構
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Numerical Analysis for Effectiveness Evaluation of Riblet applied to Aircraft
p. 1-9 2013/04/18
Publisher: 日本航空宇宙学会
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0306 Experiments on the turbulent drag reduction using wavy riblets
INASAWA Ayumu, AOKI Yoshiyuki, ASAI Masahito, NISHIO Yu, OKABAYASHI Kie, KOSHIOKA Yasuhiro
The Proceedings of the Fluids engineering conference Vol. 2013 No. 0 p. _0306-01_-_0306-02_ 2013
Publisher: The Japan Society of Mechanical Engineers
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Effects of the Student Presentation Award and the Support for Students to Attend International Conferences
ICHIKAWA Naoki
混相流 = Japanese journal of multiphase flow Vol. 26 No. 3 p. 292-301 2012/09/15
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1029 Turbulent Modulation by Cavitation in a Mixing Layer
OKABAYASHI Kie, KAJISHIMA Takeo, OHTA Takashi
Vol. 2009 No. 84 p. "10-29" 2009/03/16
Publisher: The Japan Society of Mechanical Engineers
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1115 Influence of flow rate vibration on the cavitating flows through two-dimensional cascade
AN Byung-jin, OKABAYASHI Kie, KAJISHIMA Takeo
Fluids engineering conference ... p. 371-372 2009
Publisher: The Japan Society of Mechanical Engineers
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Analysis of Unsteady Cavitating Flows in Two-Dimensional Cascades
AN Byung-Jin, KAJISHIMA Takeo, OKABAYASHI Kie, OHTA Takashi
Vol. 2008 p. 139-139 2008
Publisher: 日本流体力学会