AI and machine learning projects

NCAI collaborative challenge projects

Water Column Sonar Data

NCAI & Water Column Sonar

Goal: Develop an AI-ready Water Column Sonar Data Lake to "find little fish in big data". Status: (a) Zarr encoders in development; (b) exploring NCCF requirements and Infrastructure as Code (IaC) specifications.

Land Surface Temperature

Land Surface Temperature

Goal: Explore the use of AI on Himawari-8 and GOES-13 imager data to develop improved Land Surface Temperature (LST) estimates. Status: Developing simulated training data for upcoming Neural Network model.

World Magnetic Model

Magnetic Modeling (Dst)

Goal: Developing a real-time space weather Disturbance Storm Index (Dst) for enhanced magnetic navigation. Status: X-prize completed; exploring R2O paths and developing a peer-reviewed publication.