26 Publications (Page 1 of 2)
2025
Allometric Scaling of Hyporheic Respiration Across Basins in the Pacific Northwest United States. Journal of Geophysical Research: Biogeosciences
. | Journal Article
 
Inverse Mapping of the Collision Kernel and Wall Flux Scaling in a Tall Convection-Cloud Chamber Using Local Sensors and Knowledge-Informed Deep Learning
 
JAX‐CanVeg: A Differentiable Land Surface Model. Water Resources Research
. | Journal Article
 
Probabilistic Diffusion Models Advance Extreme Flood Forecasting. Geophysical Research Letters
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2024
Bridging Hydrological Ensemble Simulation and Learning Using Deep Neural Operators. Water Resources Research
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Deciphering the Role of Total Water Storage Anomalies in Mediating Regional Flooding. Geophysical Research Letters
. | Journal Article
 
Lambda-PFLOTRAN 1.0: a workflow for incorporating organic matter chemistry informed by ultra high resolution mass spectrometry into biogeochemical modeling. Geoscientific Model Development
. | Journal Article
 
Learning Constitutive Relations From Soil Moisture Data via Physically Constrained Neural Networks. Water Resources Research
. | Journal Article
 
Optimizing parameter learning and calibration in an integrated hydrological model: Impact of observation length and information. Journal of Hydrology
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2023
Efficient Super‐Resolution of Near‐Surface Climate Modeling Using the Fourier Neural Operator. Journal of Advances in Modeling Earth Systems
. | Journal Article
 
Knowledge-informed deep learning for hydrological model calibration: an application to Coal Creek Watershed in Colorado
Jiang, P.⋅Shuai, P.⋅Sun, A.⋅Mudunuru, M.K. and Chen, X.
Hydrology and Earth System Sciences, vol. 27, pp. 2621-2644. | Journal Article
2022
A graph neural network (GNN) approach to basin-scale river network learning: the role of physics-based connectivity and data fusion
Sun, A.Y.⋅Jiang, P.⋅Xie, Y. and Chen, X.
Hydrology and Earth System Sciences, vol. 26, pp. 5163-5184. | Journal Article
 
Scalable deep learning for watershed model calibration
Mudunuru, Maruti K.⋅Son, Kyongho⋅Jiang, Peishi⋅Hammond, Glenn and Chen, Xingyuan
Frontiers in Earth Science, vol. 10. | Journal Article
 
Using Ensemble Data Assimilation to Estimate Transient Hydrologic Exchange Flow Under Highly Dynamic Flow Conditions
Chen, Kewei⋅Song, Xuehang⋅Jiang, Peishi⋅Shuai, Pin⋅Hammond, Glenn and Zachara, John M.
Water Resources Research, vol. 58. | Journal Article
 
Using Mutual Information for Global Sensitivity Analysis on Watershed Modeling
Jiang, Peishi⋅Son, Kyongho⋅Mudunuru, Maruti K. and Chen, Xingyuan
Water Resources Research, vol. 58. | Journal Article
2021
DART-PFLOTRAN: An ensemble-based data assimilation system for estimating subsurface flow and transport model parameters
Jiang, Peishi⋅Chen, Xingyuan⋅Anderson, Jeffrey⋅Collins, Nancy and Gharamti, Mohamad EL.
Environmental Modelling & Software, vol. 142, pp. 105074. | Journal Article
 
Estimating Watershed Subsurface Permeability From Stream Discharge Data Using Deep Neural Networks
Cromwell, Erol⋅Shuai, Pin⋅Jiang, Peishi⋅Coon, Ethan T.⋅Painter, Scott L.⋅Moulton, J. David⋅Lin, Youzuo and Chen, Xingyuan
Frontiers in Earth Science, vol. 9. | Journal Article
 
Explore Spatio-Temporal Learning of Large Sample Hydrology Using Graph Neural Networks
Sun, A.Y.⋅Jiang, P.⋅Mudunuru, M.K. and Chen, X.
Water Resources Research, vol. 57. | Journal Article
2020
Bundled Causal History Interaction
Jiang, Peishi and Kumar, Praveen
Entropy, vol. 22, pp. 360. | Journal Article
 
Debates—Does Information Theory Provide a New Paradigm for Earth Science? Causality, Interaction, and Feedback
Goodwell, Allison E.⋅Jiang, Peishi⋅Ruddell, Benjamin L. and Kumar, Praveen
Water Resources Research, vol. 56. | Journal Article
2019
Information transfer from causal history in complex system dynamics. Physical Review E
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Using Information Flow for Whole System Understanding From Component Dynamics. Water Resources Research
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2018
Interactions of information transfer along separable causal paths. Physical Review E
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2017
A service-oriented architecture for coupling web service models using the Basic Model Interface (BMI) Environmental Modelling & Software
. | Journal Article
2015
Incorporating daily rainfalls to derive rainfall DDF relationships at ungauged sites in Hong Kong and quantifying their uncertainty. Stochastic Environmental Research and Risk Assessment
. | Journal Article