Tropical Cyclone Wind Estimation Competition

A collection of tropical storms in the Atlantic and East Pacific Oceans from 2000 to 2019 with corresponding maximum sustained surface wind speed. This dataset is split into training and test categories for the purpose of a competition [Read more about the competition].

Documentation

• Link

Tutorials

• How to use the Radiant MLHub API to browse and download the NASA Tropical Storm Wind Speed Competition Data by Kevin Booth
• How to Use Deep Learning to Predict Tropical Storm Wind Speeds - Benchmark by Tammy Glazer
• Meet the Winners of Wind-Dependent Variables: Predict Wind Speeds of Tropical Storms by Tammy Glazer

Tools & Applications

• Winning Models of Wind-dependent Variables: Predict Wind Speeds of Tropical Storms
• Benchmark - Wind-dependent Variables: Predict Wind Speeds of Tropical Storms
• Deep Learning-based Hurricane Intensity Estimator

Publications

• Deepti: Deep-Learning-Based Tropical Cyclone Intensity Estimation System by Manil Maskey

Creator & Contact

• NASA Interagency Implementation and Advanced Concepts Team (IMPACT)
• manil.maskey@nasa.gov

License

• CC-BY-4.0

Citation & DOI

M. Maskey, R. Ramachandran, I. Gurung, B. Freitag, M. Ramasubramanian, J. Miller"Tropical Cyclone Wind Estimation Competition Dataset", Version 1.0, Radiant MLHub. [Date Accessed] https://doi.org/10.34911/rdnt.xs53up