Presentations
Fukagata, Koji
161-180 items (total 620)
Application of machine learning to turbulent flows
- Speaker
- K. Fukagata
- Conference Title
- [Conference Category International presentation] Conference Title 7th International Conference on Jets, Wakes and Separated Flows (ICJWSF2022) Dates 2022.03.15 - 2022.03.17
- Invitation Status
- With
- Presentation Format
- International presentation
- Language of Publication
- English
- Conference Category
- Oral presentation (keynote)
Reconstructing turbulent flows with machine-learning-based super-resolution analysis
- Speaker
- K. Fukami, K. Fukagata, and K. Taira
- Conference Title
- [Conference Category International presentation] Conference Title AI Super-Resolution Simulations: from Climate Science to Cosmology Dates 2022.02.23 - 2022.02.25
- Invitation Status
- With
- Presentation Format
- International presentation
- Language of Publication
- English
- International Co-authorship
- Yes
- Conference Category
- Oral presentation (invited, special)
Visualization of nonlinear modal structures for three-dimensional unsteady fluid flows with customized decoder design
- Speaker
- K. Hasegawa, K. Fukami, and K. Fukagata
- Conference Title
- [Conference Category International presentation] Conference Title Machine Learning and the Physical Sciences, Workshop at the 35th Conference on Neural Information Processing Systems (NeurIPS) Dates 2021.12.13 - 2021.12.13
- Invitation Status
- Without
- Presentation Format
- International presentation
- Language of Publication
- English
- International Co-authorship
- Yes
- Conference Category
- Oral presentation (general)
Global field reconstruction from sparse sensors with Voronoi tessellation-assisted convolutional neural network
- Speaker
- K. Fukami, R. Maulik, N. Ramachandra, K. Fukagata, and K. Taira
- Conference Title
- [Conference Category International presentation] Conference Title Remote Colloquium on Vortex Dominated Flows (ReCovor) Dates 2021.12.10 - 2021.12.10
- Presentation Format
- International presentation
- Language of Publication
- English
- International Co-authorship
- Yes
- Conference Category
- Oral presentation (general)
Latent space-based feedback control design: Machine-learning-based reduced order modeling of unsteady fluid flows
- Speaker
- S. Kanehira, K. Fukami, K. Hasegawa, T. Nakamura, M. Morimoto, and K. Fukagata
- Conference Title
- [Conference Category International presentation] Conference Title Mechanistic Machine Learning and Digital Twins for Computational Science, Engineering & Technology (MMLDT-CSET 2021) Dates 2021.09.26 - 2021.09.29
- Invitation Status
- Without
- Presentation Format
- International presentation
- Language of Publication
- English
- International Co-authorship
- Yes
- Conference Category
- Oral presentation (general)
Convolutional neural network-based three-dimensional fluid flow recovery from two-dimensional sectional data with super-resolution-based data augmentation
- Speaker
- M. Matsuo, T. Nakamura, M. Morimoto, K. Fukami, and K. Fukagata
- Conference Title
- [Conference Category International presentation] Conference Title Mechanistic Machine Learning and Digital Twins for Computational Science, Engineering & Technology (MMLDT-CSET 2021) Dates 2021.09.26 - 2021.09.29
- Invitation Status
- Without
- Presentation Format
- International presentation
- Language of Publication
- English
- International Co-authorship
- Yes
- Conference Category
- Oral presentation (general)
Towards practical uses of supervised neural networks for fluid flow regression
- Speaker
- M. Morimoto, K. Fukami, K. Zhang, and K. Fukagata
- Conference Title
- [Conference Category International presentation] Conference Title Mechanistic Machine Learning and Digital Twins for Computational Science, Engineering & Technology (MMLDT-CSET 2021) Dates 2021.09.26 - 2021.09.29
- Invitation Status
- Without
- Presentation Format
- International presentation
- Language of Publication
- English
- International Co-authorship
- Yes
- Conference Category
- Oral presentation (general)
Data-driven reduced-order modeling for turbulent flow forecast: neural networks and sparse regressions
- Speaker
- T. Nakamura, K. Fukami, and K. Fukagata
- Conference Title
- [Conference Category International presentation] Conference Title Mechanistic Machine Learning and Digital Twins for Computational Science, Engineering & Technology (MMLDT-CSET 2021) Dates 2021.09.26 - 2021.09.29
- Invitation Status
- Without
- Presentation Format
- International presentation
- Language of Publication
- English
- International Co-authorship
- Yes
- Conference Category
- Oral presentation (general)
Applications of CNN autoencoders to fluid mechanics problems
- Speaker
- K. Fukagata
- Conference Title
- [Conference Category International presentation] Conference Title RIMS Workshop, Mathematical methods for the studies of flow, shape, and dynamics Dates 2021.08.30 - 2021.08.31
- Invitation Status
- With
- Presentation Format
- International presentation
- Language of Publication
- English
- Conference Category
- Oral presentation (invited, special)
Demonstration of machine learning-based reduced order modeling using unsteady flows around bluff bodies with various shapes
- Speaker
- K. Hasegawa, K. Fukami, and K. Fukagata
- Conference Title
- [Conference Category International presentation] Conference Title International Congress of Theoretical and Applied Mechanics (25th ICTAM) Dates 2021.08.22 - 2021.08.27
- Invitation Status
- Without
- Presentation Format
- International presentation
- Language of Publication
- English
- Conference Category
- Oral presentation (general)
Extracting nonlinear dynamics of low-dimensionalized flows
- Speaker
- K. Fukami, T. Murata, and K. Fukagata
- Conference Title
- [Conference Category International presentation] Conference Title International Congress of Theoretical and Applied Mechanics (25th ICTAM) Dates 2021.08.22 - 2021.08.27
- Invitation Status
- Without
- Presentation Format
- International presentation
- Language of Publication
- English
- Conference Category
- Oral presentation (general)
Toward machine learning based control of turbulence
- Speaker
- K. Fukagata
- Conference Title
- [Conference Category International presentation] Conference Title International Congress of Theoretical and Applied Mechanics (25th ICTAM) Dates 2021.08.22 - 2021.08.27
- Invitation Status
- With
- Presentation Format
- International presentation
- Language of Publication
- English
- Conference Category
- Oral presentation (invited, special)
Error-curve analysis of neural network and linear stochastic estimation for fluid flow problems
- Speaker
- T. Nakamura, K. Fukami, and K. Fukagata
- Conference Title
- [Conference Category International presentation] Conference Title 16th U.S. National Congress on Computational Mechanics Dates 2021.07.25 - 2021.07.29
- Presentation Format
- International presentation
- Language of Publication
- English
- International Co-authorship
- Yes
- Conference Category
- Oral presentation (general)
Parameter influence of supervised/unsupervised use of convolutional neural networks for fluid flow analyses
- Speaker
- M. Morimoto, K. Fukami, K. Zhang, A. G. Nair, and K. Fukagata
- Conference Title
- [Conference Category International presentation] Conference Title 16th U.S. National Congress on Computational Mechanics Dates 2021.07.25 - 2021.07.29
- Presentation Format
- International presentation
- Language of Publication
- English
- International Co-authorship
- Yes
- Conference Category
- Oral presentation (general)
Latent variable-based analysis with machine learning for reduced-order modeling and control of fluid flows
- Speaker
- K. Fukami, K. Hasegawa, T. Nakamura, S. Kanehira, and K. Fukagata
- Conference Title
- [Conference Category International presentation] Conference Title 16th U.S. National Congress on Computational Mechanics Dates 2021.07.25 - 2021.07.29
- Presentation Format
- International presentation
- Language of Publication
- English
- International Co-authorship
- Yes
- Conference Category
- Oral presentation (general)
Supervised convolutional networks for volumetric data enrichment from limited sectional data with adaptive super resolution
- Speaker
- M. Matsuo, K. Fukami, T. Nakamura, M. Morimoto, and K. Fukagata
- Conference Title
- [Conference Category International presentation] Conference Title The Ninth International Conference on Learning Representations (ILCR 2021) Dates 2021.05.07 - 2021.05.07
- Invitation Status
- Without
- Presentation Format
- International presentation
- Language of Publication
- English
- Conference Category
- Oral presentation (general)
Clues for Noise Robustness of State Estimation: Error-curve Quest of Neural Network and Linear Regression
- Speaker
- T. Nakamura, K. Fukami, and K. Fukagata
- Conference Title
- [Conference Category International presentation] Conference Title The Ninth International Conference on Learning Representations (ILCR 2021) Dates 2021.05.07 - 2021.05.07
- Invitation Status
- Without
- Presentation Format
- International presentation
- Language of Publication
- English
- Conference Category
- Oral presentation (general)
Voronoi tessellation-assisted convolutional neural network for flow field reconstruction from sparse sensors
- Speaker
- K. Fukami, R. Maulik, N. Ramachandra, K. Fukagata, K. Taira
- Conference Title
- [Conference Category International presentation] Conference Title 14th Southern California Flow Physics Symposium (SoCal Fluids XIV) Dates 2021.04.10 - 2021.04.10
- Invitation Status
- Without
- Presentation Format
- International presentation
- Language of Publication
- English
- Conference Category
- Oral presentation (general)
Utilization of autoencoder-based nonlinear manifolds for fluid flow forecasts driven with long short-term memory
- Speaker
- T. Nakamura, K. Fukami, K. Hasegawa, Y. Nabae, and K. Fukagata
- Conference Title
- [Conference Category International presentation] Conference Title DataLearning Working Group Seminar, Imperial College London Dates 2021.03.16 - 2021.03.16
- Invitation Status
- With
- Presentation Format
- International presentation
- Language of Publication
- English
- Conference Category
- Public lecture, seminar, tutorial, course, or other speech
Toward practical global field reconstruction from sparse sensors with deep learning
- Speaker
- K. Fukami, R. Maulik, N. Ramachandra, K. Fukagata, and K. Taira
- Conference Title
- [Conference Category International presentation] Conference Title DataLearning Working Group Seminar, Imperial College London Dates 2021.03.09 - 2021.03.09
- Invitation Status
- With
- Presentation Format
- International presentation
- Language of Publication
- English
- Conference Category
- Public lecture, seminar, tutorial, course, or other speech