Evidence for Grain Growth in Molecular Clouds: A Bayesian Examination of the Extinction Law in Perseus
arXiv:1210.2391 · doi:10.1093/mnras/sts144
Abstract
We investigate the shape of the extinction law in two 1-degree square fields of the Perseus Molecular Cloud complex. We combine deep red-optical (r, i, and z-band) observations obtained using Megacam on the MMT with UKIDSS near-infrared (J, H, and K-band) data to measure the colours of background stars. We develop a new hierarchical Bayesian statistical model, including measurement error, intrinsic colour variation, spectral type, and dust reddening, to simultaneously infer parameters for individual stars and characteristics of the population. We implement an efficient MCMC algorithm utilising generalised Gibbs sampling to compute coherent probabilistic inferences. We find a strong correlation between the extinction (Av) and the slope of the extinction law (parameterized by Rv). Because the majority of the extinction toward our stars comes from the Perseus molecular cloud, we interpret this correlation as evidence of grain growth at moderate optical depths. The extinction law changes from the diffuse value of Rv = 3 to the dense cloud value of Rv = 5 as the column density rises from Av = 2 mags to Av = 10 mags. This relationship is similar for the two regions in our study, despite their different physical conditions, suggesting that dust grain growth is a fairly universal process.
Accepted for publication by MNRAS. 18 pages, 11 figures
References in corpus (17)
- Some Aspects of Measurement Error in Linear Regression of Astronomical Data
- Cold Dark Clouds: The Initial Conditions for Star Formation
- The UKIDSS Galactic Plane Survey
- Stellar SEDs from 0.3-2.5 Microns: Tracing the Stellar Locus and Searching for Color Outliers in SDSS and 2MASS
- CO Isotopologues in the Perseus Molecular Cloud Complex: the X-Factor and Regional Variations
- The COMPLETE Survey of Star-Forming Regions: Phase I Data
- 2MASS wide field extinction maps - I. The Pipe nebula
- Inferring the eccentricity distribution
- The Mid-Infrared Extinction Law in the Ophiuchus, Perseus, and Serpens Molecular Clouds
- NICEST, a near-infrared color excess method tailored for small-scale structures
- Type Ia Supernova Light Curve Inference: Hierarchical Bayesian Analysis in the Near Infrared
- 2MASS wide field extinction maps: II. The Ophiuchus and the Lupus cloud complexe
- The origin of dust in galaxies revisited: the mechanism determining dust content
- The complex, variable near infrared extinction towards the Nuclear Bulge
- Virial Masses of Black Holes from Single Epoch Spectra of AGN
- Hunting Galaxies to (and for) Extinction
- Near-Infrared Extinction in The Coalsack Globule 2
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- The Type Ia Supernova Color-Magnitude Relation and Host Galaxy Dust: A Simple Hierarchical Bayesian Model
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- The cosmic DANCe of Perseus I: Membership, phase-space structure, mass, and energy distributions
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