The SAMI Galaxy Survey: Bayesian inference for gas disc kinematics using a hierarchical Gaussian mixture model

We present a novel Bayesian method, referred to as BLOBBY3D, to infer gas kinematics that mitigates the effects of beam smearing for observations using integral field spectroscopy. The method is robust for regularly rotating galaxies despite substructure in the gas distribution. Modelling the gas su...

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Bibliographic Details
Published in:Monthly Notices of the Royal Astronomical Society
Main Authors: Varidel, Mathew R., Croom, Scott M., Lewis, Geraint F., Brewer, Brendon J., Di Teodoro, Enrico M., Bland-Hawthorn, Joss, Bryant, Julia J., Federrath, Christoph, Foster, Caroline, Glazebrook, Karl, Goodwin, Michael, Groves, Brent, Hopkins, Andrew M., Lawrence, Jon S., Lopez-Sanchez, Angel R., Medling, Anne M., Owers, Matt S., Richards, Samuel N., Scalzo, Richard, Scott, Nicholas, Sweet, Sarah M., Taranu, Dan S., van de Sande, Jesse
Format: Article in Journal/Newspaper
Language:English
Published: Oxford University Press 2019
Subjects:
Star-Forming Galaxies
Velocity Dispersion
Rotation Curves
Spiral Galaxies
Stellar Mass
Clumpy Disks
Cold Streams
Turbulence
Kinemetry
Complex
sami
Online Access:https://espace.library.uq.edu.au/view/UQ:298dfc2/UQ298dfc2_OA.pdf
https://espace.library.uq.edu.au/view/UQ:298dfc2
Description
Summary:We present a novel Bayesian method, referred to as BLOBBY3D, to infer gas kinematics that mitigates the effects of beam smearing for observations using integral field spectroscopy. The method is robust for regularly rotating galaxies despite substructure in the gas distribution. Modelling the gas substructure within the disc is achieved by using a hierarchical Gaussian mixture model. To account for beam smearing effects, we construct a modelled cube that is then convolved per wavelength slice by the seeing, before calculating the likelihood function. We show that our method can model complex gas substructure including clumps and spiral arms. We also show that kinematic asymmetries can be observed after beam smearing for regularly rotating galaxies with asymmetries only introduced in the spatial distribution of the gas. We present findings for our method applied to a sample of 20 star-forming galaxies from the SAMI Galaxy Survey. We estimate the global H alpha gas velocity dispersion for our sample to be in the range (sigma) over bar (v) similar to[7, 30] km s(-1). The relative difference between our approach and estimates using the single Gaussian component fits per spaxel is Delta(sigma) over bar (v)/(sigma) over bar (v) = -0.29 +/- 0.18 for the H alpha flux-weighted mean velocity dispersion.

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