Tropical Cyclone Surface Winds From Aircraft With a Neural Network

• Published in: Journal of geophysical research. Machine learning and computation Vol. 2; no. 2
• Main Authors: DesRosiers, Alexander J., Bell, Michael M., DeHart, Jennifer C., Vigh, Jonathan L., Rozoff, Christopher M., Hendricks, Eric A.
• Format: Journal Article
• Language: English
• Published: Wiley 01.06.2025
• Subjects: machine learning; neural network; tropical cyclone
• ISSN: 2993-5210; 2993-5210
• DOI: 10.1029/2025JH000584

Estimates of the surface wind field in a tropical cyclone (TC) are required in real time by operational forecast centers to warn the public about potential impacts to life and property. In‐situ aircraft data must be adjusted from flight level to surface using wind reductions (WRs) since the aircraft...