Disks as Inhomogeneous, Anisotropic Gaussian Random Fields
Abstract
We model astrophysical disk surface brightness fluctuations as an inhomogeneous, anisotropic, time-dependent Gaussian random field. The field locally obeys the stochastic partial differential equation of a Matérn field, which has a power spectrum that is flat at large scales and falls off as a power law at small scales. We provide a series of pedagogical examples and along the way provide a convenient parameterization for the local covariance. We then consider two applications to disks. In the first we generate an animation of a disk. In the second, by integrating over an animation of a disk, we generate synthetic light curves and show that the high frequency slope of the resulting power spectrum depends on the local covariance model. We finish with a summary and a brief discussion of other possible astrophysical applications.
- Publication:
-
The Astrophysical Journal
- Pub Date:
- January 2021
- DOI:
- arXiv:
- arXiv:2011.07151
- Bibcode:
- 2021ApJ...906...39L
- Keywords:
-
- Black holes;
- Accretion;
- Computational methods;
- Astrostatistics techniques;
- 162;
- 14;
- 1965;
- 1886;
- Astrophysics - Instrumentation and Methods for Astrophysics;
- Astrophysics - Astrophysics of Galaxies;
- Astrophysics - High Energy Astrophysical Phenomena
- E-Print:
- 11 pages, 6 figures, 2 animations