Projects

Gelman Plume PINN

A physics-informed neural network modeling 1,4-dioxane transport through Ann Arbor's groundwater.

PyTorchPINNHydrogeology

BLUELab Smart Irrigation

A smart irrigation system for a community farm using a network of soil moisture sensors and a custom-built irrigation controller to optimize water usage.

SensorsIoTAgricultureEngineering

Yosemite National Park Rockfall Risk Map

A map of rockfall risk zones to visitors in Yosemite National Park using a novel methodology: visitor photos.

GISRisk AssessmentGeology

NASA SMAP Soil Moisture Prediction

A random forest model using NASA SMAP satellite data to predict soil moisture at Ypsilanti, MI community farm.

Remote SensingMachine LearningHydrologyETL

SteelAdvisory

A Monte-carlo + ARIMAX model to predict the movement of steel price based on economic indicators, market data, and historical trends.

Machine LearningEconomicsData Science

Paracriminal

A first-person, paranormal heist game where you use ghosts' abilities to infiltrate and steal. 3rd at the UM Student Game Showcase.

Game DevelopmentAIUnityAgile Development