Japan Society of Civil Engineers 2025 Annual Meeting
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Session Details

Poster PresentationUtilization of AI in the Civil Engineering Field

土木分野におけるAIの活用（その8）

Fri. Sep 12, 2025 2:40 PM - 4:00 PM JST
Fri. Sep 12, 2025 5:40 AM - 7:00 AM UTC
Te

[12PM2-Te-02]Evaluation of Causal Weighting and R3 Sampling in Groundwater Flow Modeling Using Physics-Informed Neural Networks

*Takeyoshi Nagasato1, Kenji Tanaka1 (1. Kyoto University)

[12PM2-Te-04]Proposal of a method for estimating geotechnical parameters combining Physics-Informed Neural Networks and Bayesian estimation

*Ryusei Fukunaga1, Shinichi Ito1, Kazunari Sako2 (1. Ritsumeikan University, 2. Kagoshima University)

[12PM2-Te-06]MODIFICATION OF FREQUENCY CHARACTERISTICS OF ENVIRONMENTAL SOUNDS TO IMPROVEMENT OF WOOD FRACTURE SOUND CLASSIFICATION ACCURACY

*Rina Kagami1, Masayuki Saeki1, Ikuuchi Ryota (1. Tokyo University of Science)

[12PM2-Te-08]A Study on Improving Convergence of Physics-Informed Neural Networks in Wave Propagation Problems Utilizing Sparse Numerical Solutions

*Kotaro Taguchi1, Takashi Miyamoto1 (1. Yamanashi University)

[12PM2-Te-10]Fundamental Study on Prediction of Mechanical Properties of Crystal Structures Using Graph Neural Networks

*Hikaru Haneishi1, Yoshihito Yamamoto2 (1. Hosei University Graduated School of Engineering and Design, 2. Hosei University)

[12PM2-Te-12]Evaluation of Slope Failure Factors Using Structural Equation Modeling and Development of Occurrence Prediction Model Using Machine Learning

*Arisa Katsuumi1, shinya inazumi2 (1. Shibaura Institute of Technology Graduate School, 2. Shibaura Institute of Technology)
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