2021A&A...645A..27G


Query : 2021A&A...645A..27G

2021A&A...645A..27G - Astronomy and Astrophysics, volume 645A, 27-27 (2021/1-1)

Quantitative inference of the H2 column densities from 3 mm molecular emission: case study towards Orion B.

GRATIER P., PETY J., BRON E., ROUEFF A., ORKISZ J.H., GERIN M., DE SOUZA MAGALHAES V., GAUDEL M., VONO M., BARDEAU S., CHANUSSOT J., CHAINAIS P., GOICOECHEA J.R., GUZMAN V.V., HUGHES A., KAINULAINEN J., LANGUIGNON D., LE BOURLOT J., LE PETIT F., LEVRIER F., LISZT H., PERETTO N., ROUEFF E. and SIEVERS A.

Abstract (from CDS):


Context. Based on the finding that molecular hydrogen is unobservable in cold molecular clouds, the column density measurements of molecular gas currently rely either on dust emission observation in the far-infrared, which requires space telescopes, or on star counting, which is limited in angular resolution by the stellar density. The (sub)millimeter observations of numerous trace molecules can be effective using ground-based telescopes, but the relationship between the emission of one molecular line and the H2 column density is non-linear and sensitive to excitation conditions, optical depths, and abundance variations due to the underlying physico- chemistry.
Aims. We aim to use multi-molecule line emission to infer the H2 molecular column density from radio observations.
Methods. We propose a data-driven approach to determine the H2 gas column densities from radio molecular line observations. We use supervised machine-learning methods (random forest) on wide-field hyperspectral IRAM-30m observations of the Orion B molecular cloud to train a predictor of the H2 column density, using a limited set of molecular lines between 72 and 116 GHz as input, and the Herschel-based dust-derived column densities as "ground truth" output.
Results. For conditions similar to those of the Orion B molecular cloud, we obtained predictions of the H2 column density within a typical factor of 1.2 from the Herschel-based column density estimates. A global analysis of the contributions of the different lines to the predictions show that the most important lines are 13CO(1-0), 12CO(1-0), C18O(1-0), and HCO+(1-0). A detailed analysis distinguishing between diffuse, translucent, filamentary, and dense core conditions show that the importance of these four lines depends on the regime, and that it is recommended that the N2H+(1-0) and CH3OH(20-10) lines be added for the prediction of the H2 column density in dense core conditions.
Conclusions. This article opens a promising avenue for advancing direct inferencing of important physical parameters from the molecular line emission in the millimeter domain. The next step will be to attempt to infer several parameters simultaneously (e.g., the column density and far-UV illumination field) to further test the method.

Abstract Copyright: © P. Gratier et al. 2020

Journal keyword(s): methods: statistical - ISM: clouds - ISM: molecules

VizieR on-line data: <Available at CDS (J/A+A/645/A27): table1.dat list.dat fits/*>

Simbad objects: 8

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Number of rows : 8
N Identifier Otype ICRS (J2000)
RA
ICRS (J2000)
DEC
Mag U Mag B Mag V Mag R Mag I Sp type #ref
1850 - 2021
#notes
1 TMC-1 MoC 04 41 45.9 +25 41 27           ~ 1464 0
2 * sig Ori Y*O 05 38 44.7665260139 -02 36 00.284709290 2.54 3.58 3.79 3.87 4.11 O9.5V 764 0
3 NAME Horsehead Nebula DNe 05 40 59.0 -02 27 30           ~ 466 0
4 IC 434 HII 05 41 -02.5           ~ 82 1
5 NGC 2023 RNe 05 41 37.9 -02 15 52           ~ 588 1
6 NAME Ori B MoC 05 41 43.0 -01 54 44           ~ 1237 0
7 NGC 2024 Cl* 05 41 43 -01 50.5           ~ 1095 1
8 IC 435 RNe 05 43 00.5 -02 18 45           ~ 44 0

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2021.10.28-22:54:02

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