Machine learning on simulated images identifies that flux eruption events cause more diffuse, polarized, lower-flux millimeter emission with decreased Q-U loop rotation rate, achieving ~80% accuracy with random forests on summary statistics.
Magnetic flux stabilizing thin accretion disks
2 Pith papers cite this work. Polarity classification is still indexing.
abstract
We calculate the minimal amount of large-scale poloidal magnetic field that has to thread the inner, radiation-over-gas pressure dominated region of a thin disk for its thermal stability. Such a net field amplifies the magnetization of the saturated turbulent state and makes it locally stable. For a $10 M_\odot$ black hole the minimal magnetic flux is $10^{24}(\dot M/\dot M_{\rm Edd})^{20/21}\,\rm G\cdot cm^{2}$. This amount is compared with the amount of uniform magnetic flux that can be provided by the companion star -- estimated to be in the range $10^{22}-10^{24}\,\rm G\cdot cm^2$. If accretion rate is large enough, the companion is not able to provide the required amount and such a system, if still sub-Eddington, must be thermally unstable. The peculiar variability of GRS 1915+105, an X-ray binary with the exceptionally high BH mass and near-Eddington luminosity, may result from the shortage of large scale poloidal field of uniform polarity.
fields
astro-ph.HE 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
A synthesis of multi-wavelength observations and models of variability, jets, and polarization in stellar-mass black hole accretion systems.
citing papers explorer
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Identifying Observational Signatures of Flux Eruption Events in Supermassive Black Hole Accretion Flows with Machine Learning
Machine learning on simulated images identifies that flux eruption events cause more diffuse, polarized, lower-flux millimeter emission with decreased Q-U loop rotation rate, achieving ~80% accuracy with random forests on summary statistics.
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Accreting stellar-mass black holes
A synthesis of multi-wavelength observations and models of variability, jets, and polarization in stellar-mass black hole accretion systems.