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Disks as Inhomogeneous, Anisotropic Gaussian Random Fields

Daeyoung Lee, Charles F. Gammie

2021The Astrophysical Journal23 citationsDOIOpen Access PDF

Abstract

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.

Topics & Concepts

PhysicsCovarianceGaussianSpectral densityRandom fieldStatistical physicsGaussian random fieldAnisotropyBrightnessPower lawSpectrum (functional analysis)Field (mathematics)Series (stratigraphy)Stochastic processSurface brightnessPartial differential equationComputational physicsSurface (topology)Classical mechanicsGaussian processPower (physics)General covarianceStochastic differential equationStochastic partial differential equationRandomnessAstrophysicsNoise (video)Power seriesCovariance functionFluctuation spectrumLight curveDifferential geometryMonte Carlo methodDifferential equationStatistical Mechanics and EntropyGalaxies: Formation, Evolution, PhenomenaDiffusion and Search Dynamics
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