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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
542023
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
512020
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
232017
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 26 (16), 4469-4495, 2022
222022
Differentiable modeling to unify machine learning and physical models and advance Geosciences, arXiv
C Shen, AP Appling, P Gentine, T Bandai, H Gupta, A Tartakovsky, ...
arXiv preprint arXiv:2301.04027, 2023
82023
Characterization of Unsaturated Water Flow in Soils Using Short-Wave Infrared Imaging through Inverse Modeling
T Bandai, M Sadeghi, E Babaeian, M Tuller, SB Jones, TA Ghezzehei
ASA, CSSA, SSSA International Annual Meeting, 2021
12021
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, 131132, 2024
2024
Laboratory Bench-Scale Column Tests on Bentonite Buffer for Geologic Disposal of High-Level Radioactive Waste
C Chang, SE Borglin, C Chou, L Zheng, Y Wu, TJ Kneafsey, S Nakagawa, ...
AGU23, 2023
2023
Revisiting Scaling Approach to Describe Heterogeneity of Soil Hydraulic Properties through the Lens of Differentiable Modeling
T Bandai, M Sadeghi, CI Steefel
AGU23, 2023
2023
Model-based interpretation of hydrochemical fluxes from a hillslope in a high-elevation watershed
L Stolze, D Dwivedi, B Arora, CI Steefel, T Bandai, Y Wu, PS Nico
AGU23, 2023
2023
Differentiable Land Surface Modeling Using JAX
P Jiang, P Kidger, G Bisht, T Bandai, KG Pressel, CI Steefel, X Chen
AGU23, 2023
2023
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
2023
Differentiable modeling in Geosciences-Breaking down the imaginary barrier between machine learning and process-based modeling with differentiable modeling
C Shen, HV Gupta, T Bandai, D Kifer, AM Tartakovsky, D Feng
AGU Fall Meeting Abstracts 2022, H45L-1535, 2022
2022
Inverse modeling of soil moisture dynamics: Estimation of soil hydraulic properties and surface water flux
T Bandai
University of California, Merced, 2022
2022
Simulation of near-surface soil moisture measurement without boundary conditions using physics-informed neural networks
T Ghezzehei, T Bandai
AGU Fall Meeting Abstracts 2021, H45E-1225, 2021
2021
Application of physics informed neural networks to near-surface soil moisture dynamics
T Bandai, TA Ghezzehei
AGU Fall Meeting Abstracts 2020, H166-0007, 2020
2020
Estimation and Forecasting Potential Evapotranspiration Using Limited Hydrometeorological Data
TA Ghezzehei, T Bandai
AGU Fall Meeting Abstracts 2019, H33L-2120, 2019
2019
Inverse solution of soil water dynamics using physics-constrained machine learning
T Bandai, TA Ghezzehei
AGU Fall Meeting Abstracts 2019, H31E-02, 2019
2019
Experimental study on the validation of thermal equilibrium assumption between solid and liquid phases in convective heat flow in porous media
T Bandai, S Hamamoto, H Imoto, T Nishimura, T Komatsu
AGU Fall Meeting Abstracts 2015, H21A-1350, 2015
2015
Estimation of Constitutive Relationships and Soil Water Flux Density from Volumetric Water Content Measurements Using Physics-Informed Neural Networks
T Bandai, TA Ghezzehei
ASA, CSSA and SSSA International Annual Meetings (2020)| VIRTUAL, 0
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Articles 1–20