Research field (2):
Thermal engineering
, Fluid engineering
Research keywords (6):
liquid film flows
, free surface flow
, Microgravity Science
, hydrodynamic stability
, heat and mass transfer
, Physics-informed Machine Learning
Research theme for competitive and other funds (8):
2024 - 2027 Analysis method for liquid film coating process by means of physics-informed machine learning with missing physics learning from observed data
2022 - 2025 Innovative data assimilation method based on physics-informed machine learning and its application to multiple simultaneous estimation of physical properties of coating films
2024 - 2025 Measurement framework for thermophysical properties of molten metal oxides by aerodynamic levitation
2023 - 2024 Measurement framework for thermophysical properties of molten metal oxides by aerodynamic levitation
2019 - 2023 Prediction of thickness undulations in coating of liquid films by means of physics-informed machine learning
2022 - 2023 Measurement framework for thermophysical properties of molten metal oxides by aerodynamic levitation
2017 - 2019 Modeling and suppression of the striation formation arising during spincoating of photoresist films
2005 - 2006 低プラントル数流体における液柱内マランゴニ対流現象の解明
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Papers (46):
Kenjiro Shimano, Suguru Shiratori, Hideaki Nagano. A novel method of reconstructing planar flow field from given distribution of single velocity component: comparison to conventional divergence-free approach. Meccanica. 2024
Suguru Shiratori. Application of physics-informed neural network to process analysis of liquid film coatings. CMD Newsletter. 2024. 71. 36-39
Yusuke Atsumi, Suguru Shiratori, Itsuhei Kohri, Hideaki Nagano, Kenjiro Shimano. Transition of low Reynolds number flow around Ahmed body of slant angle θ = 29° and 31°. Transactions of Society of Automotive Engineers of Japan. 2024. 55. 3. 593-600
Suguru Shiratori. Formation of Thickness Undulation During Coating and Drying Processes of Liquid Films. Journal of Japan Coating Technology Association. 2024. 59. 1. 542-553
Yuji MABUCHI, Chihiro HANADA, Yuto UEDA, Koei KADOI, Hirokazu AOKI, Ryosei SAGUCHI, Motoko YAMADA, Hisashi SATO, Yoshimi WATANABE, Shumpei OZAWA, et al. Analysis Method for Luminescence Obtained by HighSpeed Camera for Solidification Experiments at the Electrostatic Levitation Furnace in the International Space Station. International Journal of Microgravity Science and Application. 2024. 41. 1. 410101
Taro Ono, Hideaki Nagano, Suguru Shiratori, Kenjiro Shimano, Shinsuke Kato. Analysis of defogging performance, thermal comfort, and energy saving for HVAC system optimization in passenger vehicles. E3S Web of Conferences. 2019. 111
Susumu Degawa, Koichi Nishibe, Suguru Shiratori, Itsuhei Kohri, Akemi Ito, Akinori Nishimura. Numerical study on oil flow in the vicinity of discharge reed valve of air compressor. Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering. 2019
Crystal Growth Processes Based on Capillarity: Czochralski, Floating Zone, Shaping and Crucible Techniques
John Wiley & Sons, Ltd 2010 ISBN:9780470712443
Lectures and oral presentations (101):
Machine learning of missing terms in governing equations by PINNs and sparse regression
(JSFM Annual Meeting 2024 2024)
2024/03 - International Journal for Numerical Methods in Fluids (Wiley) Top Downloaded Articles 2022 Physics-informed neural network applied to surface-tension-driven liquid film flows
2017/10 - Japan Society of Microgravity Application Paper Award Splash and bounce of droplet on liquid layer under low gravity
SOCIETY OF AUTOMOTIVE ENGINEERS OF JAPAN
, THE JAPAN SOCIETY OF FLUID MECHANICS
, THE JAPAN SOCIETY OF MECHANICAL ENGINEERS
, THE JAPAN SOCIETY OF MICROGRAVITY APPLICATION