Profile
Ayato HIRAYAMA
The University of Tokyo
Master student
Room: De202
TEL&FAX: +81-(0)3-5452-6171 (EXT: 56171)
E-mail: ayato-hi[at]iis.u-tokyo.ac.jp
The Japanese page is here.
Since this is a completely different research field from my undergraduate days, I have a lot of work to do, and I will do my best!
I will try my best to speak English fluently!
Favorite food：ramen(Jiro ramen), sushi(seafood bowl), udon, green onion
Hobbies：Basketball (since the first grade of elementary school), muscle training (4 years in the gym, bench press 140kg (goal 150kg!)), driving, karaoke, music (YOASOBI, Green Yellow Society, My Hair is Bad, back number)
I am second to none in my ability to continue and multitask!
Education
- Feb. 2001
- Born in Kawasaki city, Kanagawa Prefecture
- Apr. 2016 - Mar. 2019
- Kanagawa Prefecture Kawawa High School
- Apr. 2020 - Mar. 2024
- Department of Mechanical Engineering, Faculty of Science and Technology, Keio University
- Apr. 2024 -
- Mechanical Engineering, The University of Tokyo
Research Interests
PINN (Physics-Informed Neural Network), Machine Learning, CFD, Shape OptimizationConference
“Shape Optimization for Two-Dimensional Flow around Bodies Using PINNs with Boundary Conditions Imposed as Hard Constraints”
Annual Meeting of the Japan Society of Fluid Mechanics 2025, Osaka, Japan, September 17–19, 2025.
“Shape Optimization for Two-Dimensional Flow around a Circular Cylinder by Combining Low-Resolution CFD and Physics-Informed Neural Networks”
The 39th Symposium on Computational Fluid Dynamics, Fukuoka, Japan, December 16–18, 2025.
“Development of Physics-Aware Deep Learning Methods for Unsteady Flow Simulation and Their Application to Shape Optimization”
The 40th Inter-institutional Joint Seminar on Turbulent Flow Control, Tokyo (Surugadai Campus, Meiji University), January 21, 2026.