Yamaguchi Takahiro 山口貴浩

Researcher Number	30976204
Other IDs
Affiliation (Current)	2026: 東京大学, 生産技術研究所, 特任助教
Affiliation (based on the past Project Information) *help	2023 – 2025: 東京大学, 生産技術研究所, 特任助教
Review Section/Research Field	Principal Investigator Basic Section 22010:Civil engineering material, execution and construction management-related / 0303:Civil engineering, social systems engineering, safety engineering, disaster prevention engineering, and related fields
Keywords	Principal Investigator 深層学習 / 非破壊検査 / インフラ状態評価 / 土木情報システム / 強化学習 / データ同化 / 地震応答 / 非線形解析 / E-Defense / 物理現象を考慮した深層学習 … More / 構造ヘルスモニタリング / 物理現象に基づく深層学習 / 非線形構造逆解析 / カオス理論 / Raspberry　Pi / 振動台実験 / 地震工学 / RC橋脚 / 非線形動力学 / 構造逆解析 Less

Research Projects
(2 results)
Research Products
(7 results)

Neural Architecture Search for Infrastructure Condition AssessmentPrincipal Investigator
- Principal Investigator
  
  山口貴浩
- Project Period (FY)
  2025 – 2026
- Research Category
  
  Grant-in-Aid for Early-Career Scientists
- Review Section
  
  Basic Section 22010:Civil engineering material, execution and construction management-related
- Research Institution
  The University of Tokyo
A Physic-informed Neural Network for Structural Identification and Validation with Full-scale Shaking Table TestsPrincipal Investigator
- Principal Investigator
  
  Yamaguchi Takahiro
- Project Period (FY)
  2023 – 2024
- Research Category
  
  Grant-in-Aid for Research Activity Start-up
- Review Section
  
  0303:Civil engineering, social systems engineering, safety engineering, disaster prevention engineering, and related fields
- Research Institution
  The University of Tokyo

All 2025 2024 2023

All Journal Article Presentation

[Journal Article] A Physics-Informed Neural Network for the Nonlinear Damage Identification in a Reinforced Concrete Bridge Pier Using Seismic Responses2024
- Author(s)
  Yamaguchi Takahiro、Mizutani Tsukasa
- Journal Title
  
  Structural Control and Health Monitoring
  
  Volume: 2024 Issue: 1 Pages: 1-22
- DOI
  10.1155/2024/5532909
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-23K19133
[Journal Article] Predicting the Maximum Displacements of Structures during an Earthquake based on Chaos Theory2024
- Author(s)
  Yamaguchi Takahiro、Mizutani Tsukasa
- Journal Title
  
  Engineering Structures
  
  Volume: 318 Pages: 118794-118794
- DOI
  10.1016/j.engstruct.2024.118794
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-23K19133
[Journal Article] Quantitative road crack evaluation by a U‐Net architecture using smartphone images and Lidar data2023
- Author(s)
  Yamaguchi Takahiro、Mizutani Tsukasa
- Journal Title
  
  Computer-Aided Civil and Infrastructure Engineering
  
  Volume: 39 Issue: 7 Pages: 963-982
- DOI
  10.1111/mice.13071
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-23K19133
[Presentation] Damage Identification of a Reinforced Concrete Bridge Pier after an Earthquake based on a Physics-informed Neural Network2025
- Author(s)
  Takahiro Yamaguchi
- Organizer
  International Association for Bridge and Structural Engineering (IABSE)
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K19133
[Presentation] A Novel Approach for Detecting Road Cracks Interpreting Background Images using Convolutional Neural Networks and a Self-organizing Map2023
- Author(s)
  Takahiro Yamaguchi, Tsukasa Mizutani
- Organizer
  One Health One World 2023
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K19133
[Presentation] スマートフォン画像の深層学習とLidarデータによる路面クラックの定量的評価2023
- Author(s)
  山口貴浩
- Organizer
  土木学会全国大会第78回年次学術講演会
- Data Source
  KAKENHI-PROJECT-23K19133
[Presentation] A Deep Learning Approach for Road Crack Evaluation using Smartphones2023
- Author(s)
  Takahiro Yamaguchi, Tsukasa Mizutani
- Organizer
  The 3rd ZHITU Symposium on Advances in Civil Engineering
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K19133

Yamaguchi Takahiro 山口 貴浩

Research Projects

Research Products

Neural Architecture Search for Infrastructure Condition AssessmentPrincipal Investigator

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

A Physic-informed Neural Network for Structural Identification and Validation with Full-scale Shaking Table TestsPrincipal Investigator

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

[Journal Article] A Physics-Informed Neural Network for the Nonlinear Damage Identification in a Reinforced Concrete Bridge Pier Using Seismic Responses2024

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Predicting the Maximum Displacements of Structures during an Earthquake based on Chaos Theory2024

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Quantitative road crack evaluation by a U‐Net architecture using smartphone images and Lidar data2023

Author(s)

Journal Title

DOI

Data Source

[Presentation] Damage Identification of a Reinforced Concrete Bridge Pier after an Earthquake based on a Physics-informed Neural Network2025

Author(s)

Organizer

Data Source

[Presentation] A Novel Approach for Detecting Road Cracks Interpreting Background Images using Convolutional Neural Networks and a Self-organizing Map2023

Author(s)

Organizer

Data Source

[Presentation] スマートフォン画像の深層学習とLidarデータによる路面クラックの定量的評価2023

Author(s)

Organizer

Data Source

[Presentation] A Deep Learning Approach for Road Crack Evaluation using Smartphones2023

Author(s)

Organizer

Data Source

Yamaguchi Takahiro 山口貴浩