Publications

ExSRNet: Explainable deep learning model for seismic response prediction with frequency attention mechanism

Engineering Structures, 2025
PDF DOI
ExSRNet: Explainable deep learning model for seismic response prediction with frequency attention mechanism

Seismic Fragility Assessment using Explainable Deep Kernel Learning Surrogate Model considering Structural and Seismic Uncertainties

IABSE, 2025
DOI conference paper (PDF)

Optical Flow-Based Structural Anomaly Detection in Seismic Events From Video Data Combined With Computational Cost Reduction Through Deep Learning

Structural Control and Health Monitoring, 2025
PDF DOI
Optical Flow-Based Structural Anomaly Detection in Seismic Events From Video Data Combined With Computational Cost Reduction Through Deep Learning

System fragility analysis of highway bridge using multi-output Gaussian process regression surrogate model

Advances in Structural Engineering, 2024
DOI
System fragility analysis of highway bridge using multi-output Gaussian process regression surrogate model

Gaussian Process Regression Surrogate Model for Seismic Vulnerability Assessment of Highway Bridge Structure System

EVACES, 2023
DOI

Transfer learning Gaussian process regression surrogate model with explainability for structural reliability analysis under variation in uncertainties

Computers & Structures, 2023
DOI PDF (Accepted version)
Transfer learning Gaussian process regression surrogate model with explainability for structural reliability analysis under variation in uncertainties

TL-GPRSM: A python software for constructing transfer learning Gaussian process regression surrogate model with explainability

Software Impacts, 2023
PDF DOI
TL-GPRSM: A python software for constructing transfer learning Gaussian process regression surrogate model with explainability

CNN-based segmentation frameworks for structural component and earthquake damage determinations using UAV images

Earthquake Engineering and Engineering Vibration, 2023
PDF DOI
CNN-based segmentation frameworks for structural component and earthquake damage determinations using UAV images

Gaussian process regression surrogate model for dynamic analysis to account for uncertainties in seismic loading

SPIE, 2023
DOI

Digital twin framework for real-time dynamic analysis visualization with detecting dynamic changes in structures properties using PINN

SPIE, 2023
DOI

転移学習ガウス過程回帰サロゲートモデルによる構造性能解析の計算負荷低減

計算工学講演会論文集, 2022

ARD カーネルによる非線形地震応答解析のガウス過程回帰代替モデル構築

土木学会論文集A2（応用力学）, 2021
DOI
ARD カーネルによる非線形地震応答解析のガウス過程回帰代替モデル構築

ARD カーネルによる非線形地震応答解析のガウス過程回帰代替モデル構築

計算工学講演会論文集, 2021