Short-term prediction of geomagnetic secular variation with an echo state network

Abstract A technique for predicting the secular variation (SV) of the geomagnetic field based on the echo state network (ESN) model is proposed. SV is controlled by the geodynamo process in the Earth’s outer core, and modeling its nonlinear behaviors can be challenging. This study employs an ESN to...

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Bibliographic Details
Main Authors: Shin’ya Nakano, Sho Sato, Hiroaki Toh
Format: Article
Language:English
Published: SpringerOpen 2024-09-01
Series:Earth, Planets and Space
Subjects:
Online Access:https://doi.org/10.1186/s40623-024-02064-x