Artificial intelligence

A large aircraft on a snowy runway against a light background

Surrogate Modeling

Understanding aerodynamics of airfoils typically requires high-fidelity computational fluid dynamics simulations, which can be resource intensive. Surrogate models allow us to arrive at the outcome with considerably less work.

closeup of a circuit board with a highlighted Motorola logo

IC Component logo identification

Circuit board components form a significant portion of the electronics industry. Based on hand-labeled data, this project uses computer vision to locate and identify component-specific logos with 95% accuracy.

A large aircraft on a snowy runway against a light background

Airline delays

Flight delays are a nuisance for travelers worldwide. Based on 2015 data, this project examines data across six main airlines, characterizing airline delay frequency and predicting delay types for each airline.

A series of hills with fog rolling down the face

HYperlocal fog prediction

Localized fog is a problem for terrestrial sensor networks. This project predicts hyper-localized fog presence based on past and present weather conditions. Comparing different ML prediction models, an 93% accuracy is obtained.

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