Process-Aware AI for Rainfall-Runoff Modeling: A Mass-Conserving Neural Framework with Hydrological Process Constraints
Fuente:
arXiv
Saved in:
| Main Authors: | Farmani, Mohammad A., Gupta, Hoshin V., Behrangi, Ali, Jawad, Muhammad, Moghisi, Sadaf, Niu, Guo-Yue |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Using Machine Learning to Discover Parsimonious and Physically-Interpretable Representations of Catchment-Scale Rainfall-Runoff Dynamics
by: Wang, Yuan-Heng, et al.
Published: (2024)
by: Wang, Yuan-Heng, et al.
Published: (2024)
Towards Interpretable Physical-Conceptual Catchment-Scale Hydrological Modeling using the Mass-Conserving-Perceptron
by: Wang, Yuan-Heng, et al.
Published: (2024)
by: Wang, Yuan-Heng, et al.
Published: (2024)
Improving Model Performance by Adapting the KGE Metric to Account for System Non-Stationarity
by: Jawad, M, et al.
Published: (2026)
by: Jawad, M, et al.
Published: (2026)
A Mass-Conserving-Perceptron for Machine Learning-Based Modeling of Geoscientific Systems
by: Wang, Yuan-Heng, et al.
Published: (2023)
by: Wang, Yuan-Heng, et al.
Published: (2023)
On the Adversarial Robustness of Hydrological Models
by: Yang, Yang, et al.
Published: (2026)
by: Yang, Yang, et al.
Published: (2026)
Towards CONUS-Wide ML-Augmented Conceptually-Interpretable Modeling of Catchment-Scale Precipitation-Storage-Runoff Dynamics
by: Wang, Yuan-Heng, et al.
Published: (2025)
by: Wang, Yuan-Heng, et al.
Published: (2025)
Ensemble‐Based Runoff Reconstruction for Enhanced Hydrological Process Representation in the Jialing River Basin, China
by: Dejing Chen, et al.
Published: (2026)
by: Dejing Chen, et al.
Published: (2026)
Regulatory Effects of Soil and Water Conservation Practices on Hydrological Processes in the Red Soil Zone of Southern China Driven by Time‐Course Rainfall
by: Lei Tan, et al.
Published: (2025)
by: Lei Tan, et al.
Published: (2025)
Evaluating the Influence of Topographic and Process Representation on Runoff and River Flow in Small‐Valley Scenarios Using a Coupled Rainfall–Runoff–Inundation and River‐Flow Model
by: Takehiko Ito, et al.
Published: (2025)
by: Takehiko Ito, et al.
Published: (2025)
Rainfall-induced Mass Movement as Self-organization Process
by: Ma, Zhengjing, et al.
Published: (2025)
by: Ma, Zhengjing, et al.
Published: (2025)
Harnessing Novel Data‐Driven Techniques for Precise Rainfall–Runoff Modeling
by: Saad Sh. Sammen, et al.
Published: (2025)
by: Saad Sh. Sammen, et al.
Published: (2025)
Learning Generative Models for Lumped Rainfall-Runoff Modeling
by: Yang, Yang, et al.
Published: (2023)
by: Yang, Yang, et al.
Published: (2023)
From Drops to Grid: Noise-Aware Spatio-Temporal Neural Process for Rainfall Estimation
by: Sarabia, Rafael Pablos, et al.
Published: (2026)
by: Sarabia, Rafael Pablos, et al.
Published: (2026)
A Deep State Space Model for Rainfall-Runoff Simulations
by: Wang, Yihan, et al.
Published: (2025)
by: Wang, Yihan, et al.
Published: (2025)
Rainfall‐Runoff Estimation for Groundwater Enhancement Through Remote Sensing and GIS‐Based Geostatistical Model
by: Pradeep Kamaraj, et al.
Published: (2025)
by: Pradeep Kamaraj, et al.
Published: (2025)
Transformer Encoder for Rainfall-Runoff Modeling in Karst and Non-Karst Watersheds
by: Choi, Seohye, et al.
Published: (2025)
by: Choi, Seohye, et al.
Published: (2025)
Transformer Encoder for Rainfall-Runoff Modeling in Karst and Non-Karst Watersheds
by: Choi, Seohye, et al.
Published: (2025)
by: Choi, Seohye, et al.
Published: (2025)
Tunable Graphene‐Based Absorber Using Nanoscale Grooved Metal Film at Telecommunication Wavelengths
by: Afrooz Afzalipour, et al.
Published: (2024)
by: Afrooz Afzalipour, et al.
Published: (2024)
High‐Quality‐Factor, Compact Nanoplasmonic Filter Utilizing Graphene Metasurface at Near‐Infrared Range
by: Mohammad Sadegh Zare, et al.
Published: (2025)
by: Mohammad Sadegh Zare, et al.
Published: (2025)
Understanding Runoff Generation Processes in a High‐Altitude Basin: Roles of Geomorphology, Climate Change and Land‐Use Dynamics
by: Shan‐e‐hyder Soomro, et al.
Published: (2026)
by: Shan‐e‐hyder Soomro, et al.
Published: (2026)
Exploring Inductive Transfer Approaches for Machine Learning Based Rainfall-Runoff Modelling
by: Kenne, Anine
Published: (2026)
by: Kenne, Anine
Published: (2026)
Spatiotemporal Heterogeneity in Runoff and Sediment Reduction by Vegetation Restoration Under Extreme Rainfall
by: Shixuan Zhou, et al.
Published: (2026)
by: Shixuan Zhou, et al.
Published: (2026)
Hydrological Processes in Urban Systems
by: Reinhard Hinkelmann, et al.
Published: (2026)
by: Reinhard Hinkelmann, et al.
Published: (2026)
Hydrological Processes in Lowlands and Plains
by: Doerthe Tetzlaff, et al.
Published: (2025)
by: Doerthe Tetzlaff, et al.
Published: (2025)
Design of an Efficient Fan-Shaped Clustered Trust-Based Routing Model with QoS & Security-Aware Side-Chaining for IoV Deployments
by: Suryawanshi, Sadaf Ravindra, et al.
Published: (2024)
by: Suryawanshi, Sadaf Ravindra, et al.
Published: (2024)
Validating the Effect of Topography and Geology on Rainfall–Runoff in Mountainous Catchments Using the Improved HYdrologic CYcle Model
by: Jun Inaoka, et al.
Published: (2024)
by: Jun Inaoka, et al.
Published: (2024)
A New Class of Monthly Rainfall‐Runoff Models for Ungauged Basins—Application to the Peruvian Coastal Basins
by: Saéz Marina, et al.
Published: (2026)
by: Saéz Marina, et al.
Published: (2026)
Reproducing a Flash Flood Using the Rainfall‐Runoff‐Inundation Model for the Myohoujigawa River Basin in Japan
by: Kenichiro Kobayashi, et al.
Published: (2025)
by: Kenichiro Kobayashi, et al.
Published: (2025)
The Role of Bedrock Topography in the Runoff Process and Soil Erosion on Karst Steep Slopes
by: Liman Ao, et al.
Published: (2024)
by: Liman Ao, et al.
Published: (2024)
Mass and energy flux of Jeffrey fluid via peristaltic pumping featuring induced magnetic field and convective boundaries in non‐uniform geometry
by: Saima Noreen, et al.
Published: (2025)
by: Saima Noreen, et al.
Published: (2025)
Impact of Different Types of Meltwater Runoff on Pelagic and Benthic Processes in Young Sound, NE Greenland
by: Wiedmann, Ingrid, et al.
Published: (2025)
by: Wiedmann, Ingrid, et al.
Published: (2025)
AI‐Driven Personalized Microlearning Framework for Enhanced E‐Learning
by: Sarah Almuqhim, et al.
Published: (2025)
by: Sarah Almuqhim, et al.
Published: (2025)
Forest Hydrology: Processes, Management and Assessment (2nd Ed.)
by: Zachary Kiedrowski
Published: (2026)
by: Zachary Kiedrowski
Published: (2026)
Impacts of Vegetation Restoration on Hillslope Hydrological Processes Under Climate Change in the Taihang Mountains, China
by: Bo Guo, et al.
Published: (2025)
by: Bo Guo, et al.
Published: (2025)
Behçet's Disease: A Rare Cause of Epididymo‐Orchitis
by: Ali S. Jawad
Published: (2025)
by: Ali S. Jawad
Published: (2025)
On Improvement of Control Chart using Repetitive Sampling for Monitoring Process Mean
by: Rafique, Fahad, et al.
Published: (2025)
by: Rafique, Fahad, et al.
Published: (2025)
Vadose Zone Reorganization: A Comparative Principal Component Analysis of Hydrological and Thermal Responses to Rainfall
by: David Ching‐Fang Shih
Published: (2026)
by: David Ching‐Fang Shih
Published: (2026)
Characterising Tropical Peatland Hydrological Response With Satellite‐Based Rainfall: A Case Study in Brunei
by: Sebastian Apers, et al.
Published: (2025)
by: Sebastian Apers, et al.
Published: (2025)
Variation of Dissolved Organic Matter Chemistry in the Runoff From Slopes Covered With Biocrusts Under Rainfall: Insights From the Linkages Between the Optical and Molecular Composition Analyses
by: Guo Chen, et al.
Published: (2024)
by: Guo Chen, et al.
Published: (2024)
AI-RP: The AI Relationship Process Framework
by: Rupprechter, Nadja, et al.
Published: (2026)
by: Rupprechter, Nadja, et al.
Published: (2026)
Similar Items
-
Using Machine Learning to Discover Parsimonious and Physically-Interpretable Representations of Catchment-Scale Rainfall-Runoff Dynamics
by: Wang, Yuan-Heng, et al.
Published: (2024) -
Towards Interpretable Physical-Conceptual Catchment-Scale Hydrological Modeling using the Mass-Conserving-Perceptron
by: Wang, Yuan-Heng, et al.
Published: (2024) -
Improving Model Performance by Adapting the KGE Metric to Account for System Non-Stationarity
by: Jawad, M, et al.
Published: (2026) -
A Mass-Conserving-Perceptron for Machine Learning-Based Modeling of Geoscientific Systems
by: Wang, Yuan-Heng, et al.
Published: (2023) -
On the Adversarial Robustness of Hydrological Models
by: Yang, Yang, et al.
Published: (2026)