Satoshi Osafune

Koopman analysis of sea surface temperature with a signature kernel

We develop a trajectory-based Koopman method for sea surface temperature (SST) that lifts annual SST segments using a signature kernel—a reproducing kernel Hilbert space kernel that compares paths via iterated-integral features—and learns the one-year shift operator. By operating...