Grant-in-Aid for Scientific Research B (Number 26K01129)
PI: Kai Fukami, Co-investigator: Ryo Araki
Project term: 2026/4/1-2029/3/31
Budget: ¥ 18,330,000
S. Zamani Ashtiani, K. Fukami, “Data-driven time-dependent bases for turbulent airfoil wake-extreme gust interactions," AIAA Journal, accepted, 2026 (preprint, arXiv:2512.09523 [physics.comp-ph])
R. Koshikawa, R. Araki, Q. Liu, K. Fukami, “Convolutional causal learning for aerodynamic flows," Journal of Fluid Mechanics, 1037, A6, 2026 (preprint, arXiv:2601.19104 [physics.flu-dyn])
[Invited] K. Fukami, “Taming unsteady flows with nonlinear machine learning: An observable-augmented encoder-decoder perspective,” in the seminar at the Department of Mechanical Engineering, University College London, UK, June 2026. [Flyer]
S. Zamani Ashtiani, K. Fukami, “Reduced-order modeling of unsteady aerodynamic flows via evolving bases and latent representations," in the student seminar session between Tohoku University and University College London, UK, June 2026.
R. Koshikawa, K. Fukami, “Revealing the causal relationship of unsteady flows with information-theoretic machine learning," in the student seminar session between Tohoku University and University College London, UK, June 2026.
[Invited] K. Fukami, “Let us machine-learn aerodynamics!,” in the lecture series by NISTEP Researchers 2025, MEXT, online, June 2026.
[Invited] K. Fukami, “Taming highly unsteady flows with nonlinear machine learning: progress and outlook,” in the seminar at the Department of Mechanical and Aerospace Engineering, Institut Teknologi Bandung, Bandung, Indonesia, May 2026.
E. Shoji, K. Fukami, “Extraction of physical factors in nanofluid superspreading wetting via phase-shifting ellipsometry and sparse modeling," in the 68th Theoretical and Applied Mechanics Conference, Tokyo, Japan, May 2026.
J. Jang, J. Kang, K. Fukami, J. Jeon, S. Lee, “Energy Dissipation Model: Physics-oriented predictive model via progressive frequency refinement," in the 2026 Spring Meeting of the Korean Society for Computational Fluid Engineering, Jecheon, South Korea, April 2026