Author name: Kenneth Gee, Sai Ravela

Learning a Stochastic Differential Equation Model of Tropical Cyclone Intensification from Reanalysis and Observational Data

Kenneth Gee, Sai Ravela / May 6, 2026

arXiv:2601.08116v3 Announce Type: replace
Abstract: Tropical cyclones are among the most consequential weather hazards, yet estimates of their risk are limited by the relatively short historical record. To extend these records, researchers often gener…

cs.LG, math.DS, physics.ao-ph, stat.AP

Learning a Stochastic Differential Equation Model of Tropical Cyclone Intensification from Reanalysis and Observational Data

Kenneth Gee, Sai Ravela / May 5, 2026

arXiv:2601.08116v2 Announce Type: replace
Abstract: Tropical cyclones are dangerous natural hazards, but their hazard is challenging to quantify directly from historical datasets due to limited dataset size and quality. Models of cyclone intensificati…