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Supriya Savalkar

3 accepted papers

2026

ForeSWE: Forecasting Snow-Water Equivalent with an Uncertainty-Aware Attention Model

AAAI 2026technical

Various complex water management decisions are made in snow-dominant watersheds with the knowledge of Snow-Water Equivalent (SWE)---a key measure widely used to estimate the water content of a snowpack. However, forecasting SWE is challenging because SWE is influenced by various factors including to

Cited by 0SourcePDFScholar
2024

Attention-Based Models for Snow-Water Equivalent Prediction

AAAI 2024technical

Snow Water-Equivalent (SWE)—the amount of water available if snowpack is melted—is a key decision variable used by water management agencies to make irrigation, flood control, power generation, and drought management decisions. SWE values vary spatiotemporally—affected by weather, topography, and ot…

2024

Streamflow Prediction with Uncertainty Quantification for Water Management: A Constrained Reasoning and Learning Approach

IJCAI 2024poster

Predicting the spatiotemporal variation in streamflow along with uncertainty quantification enables decision-making for sustainable management of scarce water resources. Process-based hydrological models (aka physics-based models) are based on physical laws, but use simplifying assumptions which can…