Computational Hydrologist
Pacific Northwest National Laboratory
Advancing global water sustainability by fusing AI / ML with physics-based hydrological models — from transboundary river management to climate-resilient water infrastructure.
Welcome to the Hydrosystems Operations, Resilience, and Adaptation (HORA) Lab. I am a Postdoctoral Researcher at Pacific Northwest National Laboratory (PNNL), specializing in computational hydrology, machine learning, and water resources.
My research bridges artificial intelligence and hydrological science — developing cutting-edge frameworks that integrate deep learning, satellite remote sensing, and physics-based modeling to address global water challenges.
With expertise in large-scale hydrological processes, I focus on improving predictions of water availability, managing drought and flood risks, and building AI-driven solutions for transboundary water resource management under climate change. My current work includes potable water sustainability, adaptive resilience in water infrastructure, advanced hydrological modeling with the E3SM earth system model, and AI-driven solutions for contested transboundary river basins.
Integrating AI, remote sensing, and physics-based modeling to tackle the most pressing global water challenges.
Catchment water balance, ecohydrology, vegetation-water interactions, sediment dynamics, and flood/drought processes across spatiotemporal scales.
Continental-to-global hydrological and earth system models coupling land, river, and reservoir components to simulate water, carbon, and sediment cycles.
Machine learning and deep learning for hydrological prediction, parameter estimation, and water systems optimization — from ML-derived datasets to reinforcement learning for reservoir operations.
Peer-reviewed contributions in hydrology, AI/ML, and computational hydrological science.
Technical depth across computation, modeling, remote sensing, and data science.
Programming
AI / Machine Learning
Hydrological Models
Remote Sensing & GIS
HPC & Cloud
Data Science
I am always excited to connect with fellow researchers, potential collaborators, and students interested in hydrology, computational hydrological science, and AI/ML applications for water systems. Feel free to reach out!
902 Battelle Blvd
Richland, WA 99354
United States
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