Unveiling the Mechanisms of Electron Energy Spectrum Evolution
Xu-Lin Dong, Shu-Wei Ma, Yi-Qing Guo, Shu-Wang Cui

TL;DR
This paper models the evolution of the electron energy spectrum using a spatially dependent propagation model with two diffusion regions, revealing a three-segment power-law structure influenced by cooling and diffusion effects from nearby and distant sources.
Contribution
It introduces a novel SDP model with two diffusion regions, providing a comprehensive depiction of electron spectrum evolution under a unified propagation framework.
Findings
Three-segment power-law spectrum identified
Cooling effects dominate below and above TeV energies
Diffusion effects dominate from tens of GeV to TeV
Abstract
The electron spectrum exhibits a complex structure and has controversially proposed origins. This work reproduce the evolution of the electron spectrum based on a spatially dependent propagation (SDP) model. The key point is that our SPD model features two diffusion regions leading to two diffusion timescales, competing with the cooling timescale. This results in a three-segment power-law electron spectrum: (1) The spectrum below tens of GeV is primarily influenced by cooling effects from distant sources. (2) The spectrum dominated by diffusion effects from nearby sources from tens of GeV to TeV. (3) The spectrum above TeV, which is predominantly governed by cooling effects from nearby sources. This evolution is unique to the SDP model, and we offer a comprehensive and clear depiction of electron evolution under a single propagation scenario for the first time.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsMachine Learning in Materials Science · Electron and X-Ray Spectroscopy Techniques
