万代俊之 (Toshiyuki Bandai) - マイポータル

基本情報

所属: ローレンスバークレー国立研究所地球環境科学分野博士研究員

ORCID iD: https://orcid.org/0000-0003-4165-5436
J-GLOBAL ID: 202401003411032919
researchmap会員ID: R000072902

外部リンク: https://toshiyukibandai.github.io/Japanese.html

研究キーワード

研究分野

環境・農学 / 環境動態解析 /

経歴

2023年2月 - 現在

Lawrence Berkeley National Laboratory, Earth and Environmental Sciences Area, Postdoctoral Scholar
2022年6月 - 2022年8月

Lawrence Berkeley National Laboratory, Earth and Environmental Sciences Area, Summer Intern
2017年4月 - 2018年6月

東京大学, 大学院農学生命科学研究科, 学術振興会特別研究員DC1
2016年10月 - 2016年12月

UNSW Sydney, Australia, Junior Visiting Research Fellow

学歴

2018年8月 - 2022年12月

University of California, Merced, Environmental Systems
2017年4月 - 2018年6月

東京大学, 大学院農学生命科学研究科, 生物・環境工学専攻
2015年4月 - 2017年3月

東京大学, 大学院農学生命科学研究科, 生物・環境工学専攻
2011年4月 - 2015年3月

東京大学, 農学部, 生物環境工学専攻

論文

Reliable and Practical Inverse Modeling of Natural‐State Geothermal Systems Using Physics‐Informed Neural Networks: Three‐Dimensional Model Construction and Assimilation With Magnetotelluric Data

K. Ishitsuka, K. Ishizu, N. Watanabe, Y. Yamaya, A. Suzuki, T. Bandai, Y. Ohta, T. Mogi, H. Asanuma, T. Kajiwara …

Journal of Geophysical Research: Machine Learning and Computation 2025年9月
Development of an ERT‐Based Framework for Bentonite Buffers Monitoring From Laboratory Tests: 2. Quantitative Moisture Dynamics Estimation Model

Hang Chen, Chunwei Chou, Luca Peruzzo, Sharon Borglin, Chun Chang, Toshiyuki Bandai, Timothy Kneafsey, Seiji Nakagawa, Jens Birkholzer, Liange Zheng …

Journal of Geophysical Research: Solid Earth 2025年8月
Development of an ERT‐Based Framework for Bentonite Buffers Monitoring From Laboratory Tests: 1. Characterizing Thermal–Hydrological–Mechanical Processes

Hang Chen, Chunwei Chou, Luca Peruzzo, Sharon Borglin, Chun Chang, Toshiyuki Bandai, Timothy Kneafsey, Seiji Nakagawa, Jens Birkholzer, Liange Zheng …

Journal of Geophysical Research: Solid Earth 2025年8月
JAX‐CanVeg: A Differentiable Land Surface Model

Peishi Jiang, Patrick Kidger, Toshiyuki Bandai, Dennis Baldocchi, Heping Liu, Yi Xiao, Qianyu Zhang, Carlos Tianxin Wang, Carl Steefel, Xingyuan Chen

Water Resources Research 2025年3月
Soil Science-Informed Machine Learning

Budiman Minasny, Toshiyuki Bandai, Teamrat A. Ghezzehei, Yin-Chung Huang, Yuxin Ma, Alex B. McBratney, Wartini Ng, Sarem Norouzi, Jose Padarian, Rudiyanto …

Geoderma 2024年12月
Climate forcing controls on carbon terrestrial fluxes during shale weathering

Lucien Stolze, Bhavna Arora, Dipankar Dwivedi, Carl I. Steefel, Toshiyuki Bandai, Yuxin Wu, Peter Nicoa

Proceedings of the National Academy of Sciences of the United States of America 121(27) 2024年7月1日
Learning Constitutive Relations From Soil Moisture Data via Physically Constrained Neural Networks

Toshiyuki Bandai, Teamrat A. Ghezzehei, Peishi Jiang, Patrick Kidger, Xingyuan Chen, Carl I. Steefel

Water Resources Research 60(7) 2024年7月
Estimating soil hydraulic properties from oven-dry to full saturation using shortwave infrared imaging and inverse modeling

Toshiyuki Bandai, Morteza Sadeghi, Ebrahim Babaeian, Scott B. Jones, Markus Tuller, Teamrat A. Ghezzehei

Journal of Hydrology 635 2024年5月
Differentiable modelling to unify machine learning and physical models for geosciences

Chaopeng Shen, Alison P. Appling, Pierre Gentine, Toshiyuki Bandai, Hoshin Gupta, Alexandre Tartakovsky, Marco Baity-Jesi, Fabrizio Fenicia, Daniel Kifer, Li Li …

Nature Reviews Earth and Environment 4(8) 552-567 2023年8月
Effects of thermal properties of porous media on local thermal (non-)equilibrium heat transport

Toshiyuki Bandai, Shoichiro Hamamoto, Gabriel C. Rau, Toshiko Komatsu, Taku Nishimura

Journal of Groundwater Hydrology 65(2) 125-139 2023年
Forward and inverse modeling of water flow in unsaturated soils with discontinuous hydraulic conductivities using physics-informed neural networks with domain decomposition

Toshiyuki Bandai, Teamrat A. Ghezzehei

Hydrology and Earth System Sciences 26(16) 4469-4495 2022年8月30日
Physics-Informed Neural Networks With Monotonicity Constraints for Richardson-Richards Equation: Estimation of Constitutive Relationships and Soil Water Flux Density From Volumetric Water Content Measurements

Toshiyuki Bandai, Teamrat A. Ghezzehei

Water Resources Research 57(2) 2021年2月
The effect of particle size on thermal and solute dispersion in saturated porous media

Toshiyuki Bandai, Shoichiro Hamamoto, Gabriel C. Rau, Toshiko Komatsu, Taku Nishimura

International Journal of Thermal Sciences 122 74-84 2017年12月