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Correlations and Scale in Circumstellar Dust Shells
PHYS 4811 – Statistical Mechanics Spring 2009 Project Kathy Geise "Slice of the Universe" by de Lapparent et al 1986 (ApJLett 302, L1, courtesy AAS)
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Correlation functions
Correlation functions describe how systems evolve in space and time (Sethna pg. 216) (eg: relaxation time tr = 4.5 (T-Tc)-1.85) Example: Ising model Equal-time correlation function C(r, 0) Above Tc order is short range; correlation function goes to zero at long range Below Tc order is long range; at long distances, the correlation function goes to m2 (net magnetization, m, per spin) At Tc the correlation function decays as a power law (Equal-position) spin-spin correlation function C(0, τ) Goes to zero for T > Tc Goes to m2 for T < Tc Decays as a power law for T = Tc Sierpinski triangle & Mandelbrot set Equilibrium correlation function of Ising model; spins at different space and time
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Scale invariance Similar structures at different scales
Fractal-looking, rough, with irregularities Scale invariant systems are symmetrical under changes of length scale Coarse-graining Characterized by scaling functions multiplied by power laws Example: Critical point of the Ising model; The Ising model at Tc is statistically self-similar Fluctuations occur at all length scales Phase transitions The Ising model near critical point on four different length scales
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Correlations and Scale in Astronomy
Cosmic microwave background radiation (WMAP) Scale invariant initial velocity flelds (Sethna pg. 232) Galaxy distribution and Large Scale Structure (LSS) of the Universe Angular 2-point correlation function (Peebles) Spatial 2-point correlation function using redshifted data Higher order correlations Cluster correlations Fourier space analysis of the power law spectrum Turbulence in molecular clouds H II regions of the interstellar medium The probability of finding two galaxies in the solid angles δΩ1δΩ2 at angular separation θ, where n is the angular mean galaxy density. The angular 2-point function is well represented by a power law across many scales.
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Scaled image U Hya at 70m imaged by Spitzer space telescope
1 pixel = 4.92” U Hya at 70m imaged by Spitzer space telescope
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Scaled image 1 pixel = 4.92” U Hya
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Analysis A scaled image of U Hya with the inner and outer ring
indicated in green. The star center was estimated using sky2xy coordinates for the larger (212 x 294 pixel) image. This image is 106 x 147 pixels.
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Analysis
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Analysis
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Next Steps Brightness is an estimate of density of dust at this temperature (40K) Radial distribution analysis in one dimension around the ring Density fluctuations are approximated by a random Gaussian process
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