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Toshiyuki Bandai
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Differentiable modelling to unify machine learning and physical models for geosciences
C Shen, AP Appling, P Gentine, T Bandai, H Gupta, A Tartakovsky, ...
Nature Reviews Earth & Environment 4 (8), 552-567, 2023
3822023
Physics‐informed neural networks with monotonicity constraints for Richardson‐Richards equation: Estimation of constitutive relationships and soil water flux density from …
T Bandai, TA Ghezzehei
Water Resources Research, e2020WR027642, 2020
1242020
Forward and inverse modeling of water flow in unsaturated soils with discontinuous hydraulic conductivities using physics-informed neural networks with domain decomposition
T Bandai, TA Ghezzehei
Hydrology and Earth System Sciences Discussions 2022, 1-42, 2022
1042022
Soil science-informed machine learning
B Minasny, T Bandai, TA Ghezzehei, YC Huang, Y Ma, AB McBratney, ...
Geoderma 452, 117094, 2024
712024
The effect of particle size on thermal and solute dispersion in saturated porous media
T Bandai, S Hamamoto, GC Rau, T Komatsu, T Nishimura
International Journal of Thermal Sciences 122, 74-84, 2017
332017
Learning constitutive relations from soil moisture data via physically constrained neural networks
T Bandai, TA Ghezzehei, P Jiang, P Kidger, X Chen, CI Steefel
Water Resources Research 60 (7), e2024WR037318, 2024
122024
Climate forcing controls on carbon terrestrial fluxes during shale weathering
L Stolze, B Arora, D Dwivedi, CI Steefel, T Bandai, Y Wu, P Nico
Proceedings of the National Academy of Sciences 121 (27), e2400230121, 2024
112024
JAX‐CanVeg: A differentiable land surface model
P Jiang, P Kidger, T Bandai, D Baldocchi, H Liu, Y Xiao, Q Zhang, ...
Water Resources Research 61 (3), e2024WR038116, 2025
72025
Effects of thermal properties of porous media on local thermal (non-) equilibrium heat transport
T BANDAI, S HAMAMOTO, GC RAU, T KOMATSU, T NISHIMURA
Journal of Groundwater Hydrology 65 (2), 125-139, 2023
62023
Estimating soil hydraulic properties from oven-dry to full saturation using shortwave infrared imaging and inverse modeling
T Bandai, M Sadeghi, E Babaeian, SB Jones, M Tuller, TA Ghezzehei
Journal of Hydrology 635, 131132, 2024
5*2024
Development of an ERT‐based framework for bentonite buffers monitoring from laboratory tests: 1. Characterizing thermal–hydrological–mechanical processes
H Chen, C Chou, L Peruzzo, S Borglin, C Chang, T Bandai, T Kneafsey, ...
Journal of Geophysical Research: Solid Earth 130 (8), e2024JB030798, 2025
32025
Inverse modeling of soil moisture dynamics: Estimation of soil hydraulic properties and surface water flux
T Bandai
University of California, Merced, 2022
32022
Development of an ERT‐based framework for bentonite buffers monitoring from laboratory tests: 2. Quantitative moisture dynamics estimation model
H Chen, C Chou, L Peruzzo, S Borglin, C Chang, T Bandai, T Kneafsey, ...
Journal of Geophysical Research: Solid Earth 130 (8), e2024JB030799, 2025
22025
Reliable and practical inverse modeling of natural‐state geothermal systems using physics‐informed neural networks: Three‐dimensional model construction and assimilation with …
K Ishitsuka, K Ishizu, N Watanabe, Y Yamaya, A Suzuki, T Bandai, Y Ohta, ...
Journal of Geophysical Research: Machine Learning and Computation 2 (3 …, 2025
12025
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Articles 1–14