Yonekura Kazuo 米倉一男

Researcher Number	40890025
Other IDs	https://orcid.org/0000-0002-1955-069X
Affiliation (based on the past Project Information) *help	2021 – 2024: 東京大学, 大学院工学系研究科(工学部), 講師
Review Section/Research Field	Principal Investigator Basic Section 18030:Design engineering-related
Keywords	Principal Investigator 強化学習 / 生成モデル / 設計工学 / 機械学習 / データ駆動型設計 / 最適設計 / 深層強化学習 / 深層生成モデル / 機械設計

Research Projects
(2 results)
Research Products
(35 results)

Improving data-driven design using physical model-based machine learningPrincipal Investigator
- Principal Investigator
  
  米倉一男
- Project Period (FY)
  2023 – 2025
- Research Category
  
  Grant-in-Aid for Early-Career Scientists
- Review Section
  
  Basic Section 18030:Design engineering-related
- Research Institution
  The University of Tokyo
Data driven design utilizing machine learning techniquesPrincipal Investigator
- Principal Investigator
  
  Yonekura Kazuo
- Project Period (FY)
  2021 – 2022
- Research Category
  
  Grant-in-Aid for Early-Career Scientists
- Review Section
  
  Basic Section 18030:Design engineering-related
- Research Institution
  The University of Tokyo

All 2025 2024 2023 2022 2021

All Journal Article Presentation Patent

[Journal Article] Quantification and reduction of uncertainty in aerodynamic performance of GAN-generated airfoil shapes using MC dropouts2025
- Author(s)
  Yonekura Kazuo、Aoki Ryuto、Suzuki Katsuyuki
- Journal Title
  
  Theoretical and Applied Mechanics Letters
  
  Volume: 15 Issue: 4 Pages: 100504-100504
- DOI
  10.1016/j.taml.2024.100504
- Data Source
  KAKENHI-PROJECT-23K13239
[Journal Article] Multimaterial Topology Optimization of Unsteady Heat Conduction Problems Based on Discrete Material Optimization2025
- Author(s)
  Ogawa Shun、Yonekura Kazuo、Suzuki Katsuyuki
- Journal Title
  
  International Journal of Heat and Mass Transfer
  
  Volume: 225 Pages: 125353-125353
- DOI
  10.2139/ssrn.4635977
- Data Source
  KAKENHI-PROJECT-23K13239
[Journal Article] Physics-guided training of GAN to improve accuracy in airfoil design synthesis2024
- Author(s)
  Wada Kazunari、Suzuki Katsuyuki、Yonekura Kazuo
- Journal Title
  
  Computer Methods in Applied Mechanics and Engineering
  
  Volume: 421 Pages: 116746-116746
- DOI
  10.1016/j.cma.2024.116746
- Data Source
  KAKENHI-PROJECT-23K13239
[Journal Article] Applications of machine learning in surge prediction for vehicle turbochargers2024
- Author(s)
  Saito Hiroki、Kanzaki Dai、Yonekura Kazuo
- Journal Title
  
  Machine Learning with Applications
  
  Volume: 16 Pages: 100560-100560
- DOI
  10.1016/j.mlwa.2024.100560
- Data Source
  KAKENHI-PROJECT-23K13239
[Journal Article] A Short Note on Physics-Guided GAN to Learn Physical Models without Gradients2024
- Author(s)
  Yonekura Kazuo
- Journal Title
  
  Algorithms
  
  Volume: 17 Issue: 7 Pages: 279-279
- DOI
  10.3390/a17070279
- Data Source
  KAKENHI-PROJECT-23K13239
[Journal Article] Hypervolume-Based Multi-Objective Optimization Method Applying Deep Reinforcement Learning to the Optimization of Turbine Blade Shape2024
- Author(s)
  Yonekura Kazuo、Yamada Ryusei、Ogawa Shun、Suzuki Katsuyuki
- Journal Title
  
  AI
  
  Volume: 5 Issue: 4 Pages: 1731-1742
- DOI
  10.3390/ai5040085
- Data Source
  KAKENHI-PROJECT-23K13239
[Journal Article] Preliminary Study of Airfoil Design Synthesis Using a Conditional Diffusion Model and Smoothing Method2024
- Author(s)
  Yonekura Kazuo、Oshima Yuta、Aichi Masaatsu
- Journal Title
  
  Computation
  
  Volume: 12 Issue: 11 Pages: 227-227
- DOI
  10.3390/computation12110227
- Data Source
  KAKENHI-PROJECT-23K13239
[Journal Article] Airfoil Shape Generation and Feature Extraction Using the Conditional VAE-WGAN-gp2024
- Author(s)
  Yonekura Kazuo、Tomori Yuki、Suzuki Katsuyuki
- Journal Title
  
  AI
  
  Volume: 5 Issue: 4 Pages: 2092-2103
- DOI
  10.3390/ai5040102
- Data Source
  KAKENHI-PROJECT-23K13239
[Journal Article] Improved Monte Carlo tree search formulation with multiple root nodes for discrete sizing optimization of truss structures2024
- Author(s)
  Ko Fu-Yao、Suzuki Katsuyuki、Yonekura Kazuo
- Journal Title
  
  Engineering Optimization
  
  Volume: online Issue: 10 Pages: 1-29
- DOI
  10.1080/0305215x.2024.2413962
- Data Source
  KAKENHI-PROJECT-23K13239
[Journal Article] Turbine blade optimization considering smoothness of the Mach number using deep reinforcement learning2023
- Author(s)
  Yonekura Kazuo、Hattori Hitoshi、Shikada Shohei、Maruyama Kohei
- Journal Title
  
  Information Sciences
  
  Volume: 642 Pages: 119066-119066
- DOI
  10.1016/j.ins.2023.119066
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-23K13239
[Journal Article] Multi-material topology optimization considering material cost and displacement constraints2023
- Author(s)
  OGAWA Shun、YONEKURA Kazuo、SUZUKI Katsuyuki
- Journal Title
  
  Transactions of the JSME (in Japanese)
  
  Volume: 89 Issue: 926 Pages: 23-00180-23-00180
- DOI
  10.1299/transjsme.23-00180
- ISSN
  2187-9761
- Language
  Japanese
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-23K13239
[Journal Article] Super-resolving 2D stress tensor field conserving equilibrium constraints using physics-informed U-Net2023
- Author(s)
  Yonekura Kazuo、Maruoka Kento、Tyou Kyoku、Suzuki Katsuyuki
- Journal Title
  
  Finite Elements in Analysis and Design
  
  Volume: 213 Pages: 103852-103852
- DOI
  10.1016/j.finel.2022.103852
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-21K14064
[Journal Article] Inverse airfoil design method for generating varieties of smooth airfoils using conditional WGAN-gp2022
- Author(s)
  Yonekura Kazuo、Miyamoto Nozomu、Suzuki Katsuyuki
- Journal Title
  
  Structural and Multidisciplinary Optimization
  
  Volume: 65 Issue: 6 Pages: 173-173
- DOI
  10.1007/s00158-022-03253-6
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-21K14064
[Journal Article] Generating various airfoils with required lift coefficients by combining NACA and Joukowski airfoils using conditional variational autoencoders2022
- Author(s)
  Yonekura Kazuo、Wada Kazunari、Suzuki Katsuyuki
- Journal Title
  
  Engineering Applications of Artificial Intelligence
  
  Volume: 108 Pages: 104560-104560
- DOI
  10.1016/j.engappai.2021.104560
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-21K14064
[Journal Article] Quantitative analysis of latent space in airfoil shape generation using variational autoencoders2021
- Author(s)
  YONEKURA Kazuo
- Journal Title
  
  Transactions of the JSME (in Japanese)
  
  Volume: 87 Issue: 903 Pages: 21-00212-21-00212
- DOI
  10.1299/transjsme.21-00212
- NAID
  130008120025
- ISSN
  2187-9761
- Language
  Japanese
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-21K14064
[Patent] 学習方法、情報処理システム、プログラム及び学習モデル2022
- Inventor(s)
  米倉一男、和田一成
- Industrial Property Rights Holder
  東京大学
- Industrial Property Rights Type
  特許
- Filing Date
  2022
- Data Source
  KAKENHI-PROJECT-21K14064
[Presentation] Understanding agent actions utilizing actor-critic algorithm in deep reinforcement learning2024
- Author(s)
  R. Kai, K. Yonekura
- Organizer
  The16th World Congress on Computational Mechanics and 4th Pan American Congress on Computational Mechanics
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K13239
[Presentation] Automotive motor rotor design synthesis using conditional Wasserstein Generative Adversarial Networks with gradient penalty and distortion penalty2024
- Author(s)
  N. Kato, K. Suzuki, Y. Kondo, K. Suzuki, K. Yonekura
- Organizer
  9th European Congress on Computational Methods in Applied Sciences and Engineering
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K13239
[Presentation] mproving Accuracy in Shape Generation of Motors Using Generative Models2024
- Author(s)
  M. Tamura, K. Suzuki, Y. Kondo, K. Suzuki, K. Yonekura
- Organizer
  9th European Congress on Computational Methods in Applied Sciences and Engineering
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K13239
[Presentation] 最適化手法を用いた海洋生態系モデルパラメータの同定2024
- Author(s)
  鈴木彩, 小林高士, 久田正樹, 米倉一男
- Organizer
  日本応用数理学会年会
- Data Source
  KAKENHI-PROJECT-23K13239
[Presentation] Physics guided training of GAN model to improve accuracy in a design synthesis2024
- Author(s)
  K. Yonekura
- Organizer
  The16th World Congress on Computational Mechanics and 4th Pan American Congress on Computational Mechanics
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K13239
[Presentation] Inverse airfoil design considering uncertainties of GAN models2024
- Author(s)
  K. Yonekura, R. Aoki, K. Suzuki
- Organizer
  9th European Congress on Computational Methods in Applied Sciences and Engineering
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K13239
[Presentation] 多目的強化学習を用いた設計最適化2024
- Author(s)
  米倉一男, 山田龍征, 小川竣, 鈴木克幸
- Organizer
  設計工学システム部門講演会
- Data Source
  KAKENHI-PROJECT-23K13239
[Presentation] Ship hull form design synthesis using generative adversarial network2024
- Author(s)
  K. Yonekura, X., Qi, K. Suzuki
- Organizer
  Asian Congress of Structural and Multidisciplinary Optimization 2024
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K13239
[Presentation] Generating Solutions for Laplace Equations by using Physics-Guided Generative Adversarial Networks2024
- Author(s)
  Z. Gi, K. Suzuki, K. Yonekura
- Organizer
  Asian Congress of Structural and Multidisciplinary Optimization 2024
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K13239
[Presentation] Data driven design method for inverse problems and optimization problems2024
- Author(s)
  K. Yonekura
- Organizer
  International Workshops on Advances in Computational Mechanics
- Invited / Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K13239
[Presentation] Physics informed GAN for generating 2D airfoil shapes with required lift coefficients2023
- Author(s)
  K. Yonekura, Kazunari Wada, Katsuyuki Suzuki
- Organizer
  The 15th World Congress of Structural and Multidisciplinary Optimization (WCSMO15)
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K13239
[Presentation] Physics Guided cWGAN-gp による翼型生成の高精度化2022
- Author(s)
  和田一成, 鈴木克幸, 米倉一男
- Organizer
  日本機械学会最適化シンポジウム2022
- Data Source
  KAKENHI-PROJECT-21K14064
[Presentation] Physics Guided Deep Learning Method to Surrogat Flow Simulation2022
- Author(s)
  H. Saito, K. Yonekura
- Organizer
  The 15th World Congress on Computational Mechanics (WCCM-XV) & the 8th Asian Pacific Congress on Computational Mechanics (APCOM-VIII)
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-21K14064
[Presentation] Airfoil generation using conditional Wasserstein VAEGAN with gradient penalty2022
- Author(s)
  Y. Tomori, K. Yonekura, K. Suzuki
- Organizer
  Asian Congress of Structural and Multidisciplinary Optimization 2022
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-21K14064
[Presentation] Airfoil generation using conditional Wasserstein VAEGAN with gradient penalty2022
- Author(s)
  YONEKURA Kazuo
- Organizer
  Asian Congress of Structural and Multidisciplinary Optimization 2022
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-21K14064
[Presentation] 形状設計タスクにおける深層生成モデルと Physics Guided GAN2022
- Author(s)
  米倉一男
- Organizer
  日本機械学会最適化シンポジウム2022
- Data Source
  KAKENHI-PROJECT-21K14064
[Presentation] 要求仕様を満たす船型プロトタイプ生成のための深層学習モデル2022
- Author(s)
  大森晃太朗, 米倉一男, 鈴木克幸
- Organizer
  第27回計算工学会
- Data Source
  KAKENHI-PROJECT-21K14064
[Presentation] Generating airfoil with specific lift coefficients using conditional GAN and conditional VAE2021
- Author(s)
  YONEKURA Kazuo
- Organizer
  The 14th World Congress of Structural and Multidisciplinary Optimization
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-21K14064
[Presentation] 変分オートエンコーダを用いた形状のデータマイニングと形状創出2021
- Author(s)
  米倉一男
- Organizer
  日本機械学会　設計工学システム部門講演会
- Data Source
  KAKENHI-PROJECT-21K14064

Yonekura Kazuo 米倉 一男

Research Projects

Research Products

Improving data-driven design using physical model-based machine learningPrincipal Investigator

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

Data driven design utilizing machine learning techniquesPrincipal Investigator

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

[Journal Article] Quantification and reduction of uncertainty in aerodynamic performance of GAN-generated airfoil shapes using MC dropouts2025

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Multimaterial Topology Optimization of Unsteady Heat Conduction Problems Based on Discrete Material Optimization2025

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Physics-guided training of GAN to improve accuracy in airfoil design synthesis2024

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Applications of machine learning in surge prediction for vehicle turbochargers2024

Author(s)

Journal Title

DOI

Data Source

[Journal Article] A Short Note on Physics-Guided GAN to Learn Physical Models without Gradients2024

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Hypervolume-Based Multi-Objective Optimization Method Applying Deep Reinforcement Learning to the Optimization of Turbine Blade Shape2024

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Preliminary Study of Airfoil Design Synthesis Using a Conditional Diffusion Model and Smoothing Method2024

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Airfoil Shape Generation and Feature Extraction Using the Conditional VAE-WGAN-gp2024

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Improved Monte Carlo tree search formulation with multiple root nodes for discrete sizing optimization of truss structures2024

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Turbine blade optimization considering smoothness of the Mach number using deep reinforcement learning2023

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Multi-material topology optimization considering material cost and displacement constraints2023

Author(s)

Journal Title

DOI

ISSN

Language

Data Source

[Journal Article] Super-resolving 2D stress tensor field conserving equilibrium constraints using physics-informed U-Net2023

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Inverse airfoil design method for generating varieties of smooth airfoils using conditional WGAN-gp2022

Author(s)

Journal Title

Yonekura Kazuo 米倉一男