Dissecting the molecular structure of the Orion B cloud: Insight from Principal Component Analysis
arXiv:1701.04205 · doi:10.1051/0004-6361/201629847
Abstract
Context. The combination of wideband receivers and spectrometers currently available in (sub-)millimeter observatories deliver wide- field hyperspectral imaging of the interstellar medium. Tens of spectral lines can be observed over degree wide fields in about fifty hours. This wealth of data calls for restating the physical questions about the interstellar medium in statistical terms. Aims. We aim at gaining information on the physical structure of the interstellar medium from a statistical analysis of many lines from different species over a large field of view, without requiring detailed radiative transfer or astrochemical modeling. Methods. We coupled a nonlinear rescaling of the data with one of the simplest multivariate analysis methods, namely the Principal Component Analysis, to decompose the observed signal into components that we interpret first qualitatively and then quantitatively based on our deep knowledge of the observed region and of the astrochemistry at play. Results. We identify 3 principal components, linear compositions of line brightness temperatures, that are correlated at various levels with the column density, the volume density and the UV radiation field. Conclusions. When sampling a sufficiently diverse mixture of physical parameters, it is possible to decompose the molecular emission in order to gain physical insight on the observed interstellar medium. This opens a new avenue for future studies of the interstellar medium.
Accepted for publication in Astronomy & Astrophysics
References in corpus (11)
- Infrared Emission from Interstellar Dust. IV. The Silicate-Graphite-PAH Model in the Post-Spitzer Era
- The distance to the Orion Nebula
- Bias-free Measurement of Giant Molecular Cloud Properties
- Introduction to astroML: Machine Learning for Astrophysics
- What determines the density structure of molecular clouds ? A case study of Orion B with Herschel
- The anatomy of the Orion B Giant Molecular Cloud: A local template for studies of nearby galaxies
- Sulphur-bearing molecules in diffuse molecular clouds: new results from SOFIA/GREAT and the IRAM 30 m telescope
- Turbulence and star formation efficiency in molecular clouds: solenoidal versus compressive motions in Orion B
- Spitzer spectral line mapping of supernova remnants: I. Basic data and principal component analysis
- Molecular line mapping of the giant molecular cloud associated with RCW 106 - III. Multi-molecular line mapping
- SCUBA observations of the Horsehead Nebula - what did the horse swallow?
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