Collective Vortex Dynamics: From Isolated Vortices to their Communities
Lauren McClure, Suzana Silva, Gary Verth, Istvan Ballai, Viktor Fedun

TL;DR
This paper introduces a network-based community detection approach to analyze collective vortex dynamics in the solar atmosphere, revealing how vortex groups influence energy transfer and solar activity.
Contribution
It presents a novel methodology using community detection to study interconnected solar vortices and their roles in energy transfer and wave excitation.
Findings
Vortices in communities persist longer and reach higher in the chromosphere.
A significant portion of vortex communities exhibit global periodic behavior.
Community detection identifies vortices with greater dynamical influence.
Abstract
Small-scale vortical motions in the upper solar atmosphere are abundant and occupy about 2.8% of the photosphere at any given time. Although considerable work has focused on the detection and analysis of individual solar vortices, the interconnected and multi-scale behaviour of these coherent structures remains largely unexplored. We present a methodology for studying this behaviour through vortex interactions, to improve our understanding of how small- and large-scale photospheric flows contribute to energy transfer into the upper solar atmosphere and to the driving of solar activity. We represent vortices as a network of interacting structures. We apply a community detection algorithm to derive an optimal reduced network composed of highly interconnected vortex groups. From the interaction patterns and group structure, we define three roles within each community: peripheral, connector…
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
TopicsSolar and Space Plasma Dynamics · Ocean Waves and Remote Sensing · Ionosphere and magnetosphere dynamics
