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This project uses the outputs of runs of the Weather Research and Forecasting (WRF) Model to examine the connection between marine heatwaves in the Gulf and coastal temperatures and humidity in the Houston/Galveston Bay region.
SPARC is a physics-constrained spatial machine-learning pipeline that trains an ensemble of geographically-weighted models, validates causal relationships via directed acyclic graphs (DAGs), and simulates "what-if" intervention scenarios with built-in uncertainty quantification. It is designed to be domain-agnostic.