Tohoku University · Faculty of Engineering / Graduate School of Engineering

Research keywordsBayesian updating・Gaussian process regression・particle filtering・geotechnical databases・failure probability estimation・active learning

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• Bayesian updating of model parameters using adaptive Gaussian process regression and particle filterIkumasa Yoshida, Tomoka Nakamura, Siu-Kui Au
• Practical enhancement of failure-probability estimation using probability density-driven active learningTomoka Nakamura, Ikumasa Yoshida, Masahiro Takenobu, Daijiro Mizutani, Yu Otake
• Development and use of databases of pile foundation load tests in JapanOtake, Y., Nakamura, T., Fujita, T., Nishida, H.
• Future-proofing geotechnics workflows: accelerating problem-solving with large language modelsWu, S., Otake, Y., Mizutani, D., Liu, C., Asano, K., Sato, N., Saito, T., Baba, H., Fukunaga, Y., Higo, Y., Kamura, A., Kodama, S., Metoki, M., Nakamura, T., Nakazato, Y., Shioi, A., Takenobu, M., Tsukioka, K., Yoshikawa, R.

• 適応型代理モデルによるデータ同化と次元圧縮法を用いた空港全域の圧密沈下予測手法中村 朋佳

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