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Operational nowcasting of electron flux levels in the outer zone of Earth's radiation belt

May 1, 2018

We describe a lightweight, accurate nowcasting model for electron flux levels measured by the Van Allen probes. Largely motivated by Rigler et al. (2004, https://doi.org/10.1029/2003SW000036), we turn to a time‐varying linear filter of previous flux levels and Kp. We train and test this model on data gathered from the 2.10 MeV channel of the Relativistic Electron‐Proton Telescope sensor onboard the Van Allen probes. Dynamic linear models are a specific case of state space models and can be made flexible enough to emulate the nonlinear behavior of particle fluxes within the radiation belts. Real‐time estimation of the parameters of the model is done using a Kalman filter, where the state of the model is exactly the parameters. Nowcast performance is assessed against several baseline interpolation schemes. Our model demonstrates significant improvements in performance over persistence nowcasting. In particular, during times of high geomagnetic activity, our model is able to attain performance substantially better than a persistence model. In addition, residual analysis is conducted in order to assess model fit and to suggest future improvements to the model.

Publication Year 2018
Title Operational nowcasting of electron flux levels in the outer zone of Earth's radiation belt
DOI 10.1029/2017SW001788
Authors Tim Coleman, James P. McCollough, Shawn L. Young, E. Joshua Rigler
Publication Type Article
Publication Subtype Journal Article
Series Title Space Weather
Index ID 70202358
Record Source USGS Publications Warehouse
USGS Organization Geologic Hazards Science Center