Bayesian approach to equipartition estimation of magnetic field strength
arXiv:2412.03494 · doi:10.3847/1538-4365/ad98f5
Abstract
Magnetic fields, together with cosmic rays (CRs), play an important role in the dynamics and evolution of galaxies, but are difficult to estimate. Energy equipartition between magnetic fields and CRs provides a convenient way to approximate magnetic field strength from radio observations. We present a new approach for calculating the equipartition magnetic field strength based on Bayesian methods. In this approach, the magnetic field is a random variable that is distributed according to a posterior distribution conditional on synchrotron emission and the size of the emitting region. It allows the direct application of the general formulas for total and polarized synchrotron radiation without the need to invert these formulas, which has limited the equipartition method to highly simplified cases. We have derived the equipartition condition for the case of different low-energy breaks, slopes, and high-energy cutoffs of power law spectra of the CR proton and electron distributions. The derived formalism was applied in the general case of a magnetic field consisting of both uniform and randomly oriented field components. The applied Bayesian approach naturally provides the uncertainties in the estimated magnetic field strengths resulting from the uncertainties in the observables and the assumed values of the unknown physical parameters. In the examples presented, we used two different Markov Chain Monte Carlo methods to generate the posterior distribution of the magnetic field. We have also developed a web application called BMAG that implements the described approach for different models and observational parameters of real sources.
Accepted and to be published in The Astrophysical Journal Supplement
References in corpus (24)
- Array Programming with NumPy
- The LOFAR Two-metre Sky Survey -- V. Second data release
- Revised equipartition & minimum energy formula for magnetic field strength estimates from radio synchrotron observations
- Magnetism in the spiral galaxy NGC 6946: magnetic arms, depolarization rings, dynamo modes and helical fields
- Winds, Clumps, and Interacting Cosmic Rays in M82
- High-resolution radio continuum survey of M33: III. Magnetic fields
- Discovery of a strong spiral magnetic field crossing the inner pseudoring of NGC 4736
- Magnetic fields and gas in the cluster-influenced spiral galaxy NGC 4254 - II. Structures of magnetic fields
- Highly ordered magnetic fields in the tail of the jellyfish galaxy JO206
- Cosmic rays and non-thermal emission in simulated galaxies. II. -ray maps, spectra and the far infrared--ray relation
- Low energy cosmic rays
- Cosmic rays and non-thermal emission in simulated galaxies. I. Electron and proton spectra compared to Voyager-1 data
- The far-infrared - radio correlation in dwarf galaxies
- TRIS III: the diffuse galactic radio emission at
- Ordered magnetic fields around the 3C 84 central black hole
- Extragalactic magnetism with SOFIA (SALSA Legacy Program) -- V: First results on the magnetic field orientation of galaxies
- Synchrotron Intensity Gradient Revealing Magnetic Fields in Galaxy Clusters
- Nearby galaxies in the LOFAR Two-metre Sky Survey II. The magnetic field-gas relation
- A cosmic-ray database update: CRDB v4.1
- Synchrotron Emission on FIRE: Equipartition Estimators of Magnetic Fields in Simulated Galaxies with Spectrally-Resolved Cosmic Rays
- What drives galactic magnetism?
- Gamma-ray emission from spectrally resolved cosmic rays in galaxies
- A tutorial on the Bayesian statistical approach to inverse problems
- Hot magnetic halo of NGC628 (M74)