Final published version
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Research output: Contribution to Journal/Magazine › Journal article › peer-review
Research output: Contribution to Journal/Magazine › Journal article › peer-review
}
TY - JOUR
T1 - Identifying Typical Relativistic Electron Pitch Angle Distributions
T2 - Evolution During Geomagnetic Storms
AU - Killey, S.
AU - Rae, I. J.
AU - Smith, A. W.
AU - Bentley, S. N.
AU - Watt, C. E. J.
AU - Chakraborty, S.
AU - Ozeke, L. G.
AU - Walach, M.‐T.
AU - Sandhu, J. K.
AU - Rasinskaite, D.
PY - 2025/2/16
Y1 - 2025/2/16
N2 - Van Allen radiation belt electron dynamics are governed by a multitude of physical processes that can simultaneously drive acceleration, transport and loss. However, each individual process can be linked to a specific energy‐dependent pitch angle distribution (PAD). We employ a new, unsupervised machine learning technique on 7‐year of Van Allen Probe Relativistic Electron‐Proton Telescope data and discover that six PADs successfully describe 93% of outer belt relativistic electrons, two each of: pancake, butterfly, and flattop. We investigate the occurrence and storm‐time evolution of each PAD through 45 geomagnetic storms. We find new populations of PADs, including: “shadowing‐like” and wave‐particle interaction signatures at low‐L, and radial diffusion and substorm injections at higher‐L, as well as determining that wave‐particle interaction dominated PADs are swamped by radial diffusion processes through geomagnetic storms. Our results clearly demonstrate that PAD characterization is a key component of understanding Van Allen radiation belt electron dynamics.
AB - Van Allen radiation belt electron dynamics are governed by a multitude of physical processes that can simultaneously drive acceleration, transport and loss. However, each individual process can be linked to a specific energy‐dependent pitch angle distribution (PAD). We employ a new, unsupervised machine learning technique on 7‐year of Van Allen Probe Relativistic Electron‐Proton Telescope data and discover that six PADs successfully describe 93% of outer belt relativistic electrons, two each of: pancake, butterfly, and flattop. We investigate the occurrence and storm‐time evolution of each PAD through 45 geomagnetic storms. We find new populations of PADs, including: “shadowing‐like” and wave‐particle interaction signatures at low‐L, and radial diffusion and substorm injections at higher‐L, as well as determining that wave‐particle interaction dominated PADs are swamped by radial diffusion processes through geomagnetic storms. Our results clearly demonstrate that PAD characterization is a key component of understanding Van Allen radiation belt electron dynamics.
KW - relativistic electrons
KW - pitch angle distributions
KW - geomagnetic storms
KW - evolution
KW - outer radiation belt
U2 - 10.1029/2024gl112900
DO - 10.1029/2024gl112900
M3 - Journal article
VL - 52
JO - Geophysical Research Letters
JF - Geophysical Research Letters
SN - 0094-8276
IS - 3
M1 - e2024GL112900
ER -