Research & Projects

Data pipelines, visualization, and machine learning for earth and environmental systems.

Pan-Arctic Permafrost Visualization

Turning machine-learning-derived permafrost maps into interactive 2D & 3D web tiles for the Permafrost Discovery Gateway.

Semantic Search for NASA Mission Documents

NLP

Deep Learning

Fine-tuned BERT models and a question answering tool that cut months from NASA’s document auditing process.

Physics-Informed LSTMs for Streamflow

Hydrology

Deep Learning

Adding physical constraints to LSTM neural networks to forecast watershed discharge, and checking whether their internal states track real hydrologic processes.

Meta-Model Weather Forecasting

Climate

Forecasting

Combining public and private weather forecasts into a weighted ensemble that beat the best single vendor by 20%.

Categories

Pan-Arctic Permafrost Visualization

Semantic Search for NASA Mission Documents

Physics-Informed LSTMs for Streamflow

Meta-Model Weather Forecasting