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Updated: Jan 9, 2026

Fabrication of Magnetic Platforms for Micron-Scale Organization of Interconnected Neurons
Published on: July 14, 2021
Observation of scale-free complex network behavior in the solar magnetic field along the 23rd solar cycle
M S Castillo1, V Muñoz2, F A Calderón1
1Departamento de Física, Universidad Católica del Norte, Av. Angamos 0610, Antofagasta, Chile.
Abstract:
We present a investigation of solar active regions using a complexity-based framework that combines solar observations with methods from complex network theory. Building on the historical foundation that active regions constitute buoyantly emerging magnetic flux bundles, we leverage continuous multi-wavelength data, particularly synoptic magnetograms from SOHO, to track the morphological evolution and connectivity of these magnetically intense structures in the solar photosphere and low corona. We first identify active regions as topologically coherent features in the photospheric magnetic field, and subsequently construct graphs in which nodes represent individual or recurrent flux elements, while edges capture temporal adjacency. The resulting networks exhibit scale-free degree distributions, non-trivial clustering, and signatures of dynamic reconfiguration reminiscent of self-organized criticality. These emergent properties clarify how local flux emergence, reconnection processes, and coronal loop expansions collectively shape the global magnetic topology. In particular, we find that longer-lived active regions act as network "hubs," playing a critical role in the redistribution of magnetic energy. Our analysis reinforces the notion that solar magnetic fields evolve through multi-scale interactions, bridging global dynamo action with localized eruptions and shedding new light on the triggers of flares and coronal mass ejections. By uniting data-driven detection techniques with complexity-science tools, this work highlights how network representations can strengthen models of solar activity and refine our understanding of magnetic-field behavior across the solar interior and atmosphere.
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