On the extraction of power-law parts of the probability density functions in star-forming clouds
arXiv:1908.00489 · doi:10.1093/mnras/stz2151
Abstract
We present a new approach to extract the power-law part of a density/column-density probability density function (rho-pdf/N-pdf) in star-forming clouds. It is based on the mathematical method bPLFIT of Virkar & Clauset (2014) and assesses the power-law part of an arbitrary distribution, without any assumptions about the other part of this distribution. The slope and deviation point are derived as averaged values as the number of bins is varied. Neither parameter is sensitive to spikes and other local features of the tail. This adapted bPLFIT method is applied to two different sets of data from numerical simulations of star-forming clouds at scales 0.5 and 500 pc and displays rho-pdf and N-pdf evolution in agreement with a number of numerical and theoretical studies. Applied to Herschel data on the regions Aquila and Rosette, the method extracts pronounced power-law tails, consistent with those seen in simulations of evolved clouds.
Accepted for publication in MNRAS; 15 pages, 13 figures
References in corpus (63)
- Galactic Stellar and Substellar Initial Mass Function
- Power-law distributions in empirical data
- The Global Schmidt Law in Star Forming Galaxies
- From filamentary clouds to prestellar cores to the stellar IMF: Initial highlights from the Herschel Gould Belt survey
- Comparing the statistics of interstellar turbulence in simulations and observations: Solenoidal versus compressive turbulence forcing
- The Statistics of Supersonic Isothermal Turbulence
- Herschel view of the Taurus B211/3 filament and striations: Evidence of filamentary growth?
- The Universality of the Stellar IMF
- The Density Probability Distribution in Compressible Isothermal Turbulence: Solenoidal versus Compressive Forcing
- Modeling Collapse and Accretion in Turbulent Gas Clouds: Implementation and Comparison of Sink Particles in AMR and SPH
- On the Star Formation Efficiency of Turbulent Magnetized Clouds
- The SILCC (SImulating the LifeCycle of molecular Clouds) project: I. Chemical evolution of the supernova-driven ISM
- Density probability distribution in one-dimensional polytropic gas dynamics
- Cluster-formation in the Rosette molecular cloud at the junctions of filaments
- One-Point Probability Distribution Functions of Supersonic Turbulent Flows in Self-Gravitating Media
- The Aquila prestellar core population revealed by Herschel
- Power-law distributions in binned empirical data
- What determines the density structure of molecular clouds ? A case study of Orion B with Herschel
- On the Density Distribution in Star-forming Interstellar Clouds
- The SILCC (SImulating the LifeCycle of molecular Clouds) project - II. Dynamical evolution of the supernova-driven ISM and the launching of outflows
- Effects of the Equation of State on the Formation of Star Clusters
- The Formation of Stellar Clusters in Turbulent Molecular Clouds: Effects of the Equation of State
- A census of dense cores in the Aquila cloud complex: SPIRE/PACS observations from the Herschel Gould Belt survey
- Importance of the Initial Conditions for Star Formation - I. Cloud Evolution and Morphology
- Gravity or turbulence? II. Evolving column density PDFs in molecular clouds
- VLBA determination of the distance to nearby star-forming regions IV. A preliminary distance to the proto-Herbig AeBe star EC95 in the Serpens Core
- Modelling CO formation in the turbulent interstellar medium
- On the evolution of the density pdf in strongly self-gravitating systems
- Towards simulating star formation in the interstellar medium
- The Two States of Star Forming Clouds
- The Herschel first look at protostars in the Aquila Rift
- Gaia-DR2 confirms VLBA parallaxes in Ophiuchus, Serpens and Aquila
- SILCC-Zoom: The dynamical and chemical evolution of molecular clouds
- Evolution of column density distributions within Orion~A
- Molecular clouds have power-law probability distribution functions
- Understanding star formation in molecular clouds I. Effects of line-of-sight contamination on the column density structure
- Is Thermal Instability Significant in Turbulent Galactic Gas?
- Interstellar extinction in the direction of the Aquila Rift
- Detection of two power-law tails in the probability distribution functions of massive GMCs
- Ionization compression impact on dense gas distribution and star formation, Probability density functions around H ii regions as seen by Herschel
- Tree-based solvers for adaptive mesh refinement code FLASH - I: gravity and optical depths
- The Nature of the Velocity Field in Molecular Clouds. I. The Non-Magnetic Case
- The shapes of column density PDFs - The importance of the last closed contour
- The SILCC project - V. The impact of magnetic fields on the chemistry and the formation of molecular clouds
- Star formation in turbulent molecular clouds with colliding flow
- The Herschel view of star formation in the Rosette molecular cloud under the influence of NGC 2244
- Statistical properties of supersonic turbulence in the Lagrangian and Eulerian frameworks
- A Survey of the Mon R2 Giant Molecular Cloud: Analysis of the Gas Column Density Probability Density Function
- The Anatomy of the Column Density Probability Distribution Function (N-PDF)
- Forced turbulence in thermally bistable gas: A parameter study
- Herschel observations of embedded protostellar clusters in the Rosette Molecular Cloud
- Evolving Molecular Cloud Structure and the Column Density Probability Distribution Function
- The reliability of observational measurements of column density probability distribution functions
- On the shape and completeness of the column density probability distribution function of molecular clouds
- Small-scale structure in the Rosette molecular cloud revealed by Herschel
- Far-infrared observations of a massive cluster forming in the Monoceros R2 filament hub
- Power-law tails in probability density functions of molecular cloud column density
- Relationship between the column density distribution and evolutionary class of molecular clouds as viewed by ATLASGAL
- Density distribution function of a self-gravitating isothermal compressible turbulent fluid in the context of Molecular Clouds ensembles
- Statistical link between the structure of molecular clouds and their density distribution
- The Effect of Magnetic Fields and Ambipolar Diffusion on the Column Density Probability Distribution Function in Molecular Clouds
- Spatially associated clump populations in Rosette from CO and dust maps
- Tracing the general structure of Galactic molecular clouds using Planck data: I. The Perseus region as a test case
Cited by in corpus (13)
- Understanding star formation in molecular clouds IV. Column density PDFs from quiescent to massive molecular clouds
- ALMA-IMF VI -- Investigating the origin of stellar masses: Core mass function evolution in the W43-MM2&MM3 mini-starburst
- The density structure of supersonic self-gravitating turbulence
- PDFchem: A new fast method to determine ISM properties and infer environmental parameters using probability distributions
- The Effects of Magnetic Fields and Outflow Feedback on the Shape and Evolution of the Density PDF in Turbulent Star-Forming Clouds
- On the accuracy of HI observations in molecular clouds -- More cold HI than thought?
- The structure and characteristic scales of molecular clouds
- Extraction of a second power-law tail of the density distribution in simulated clouds
- A new tool to derive simultaneously exponent and extremes of power-law distributions
- Density distribution function of a self-gravitating isothermal turbulent fluid in the context of molecular clouds ensembles -- III. Virial analysis
- Density profile of a self-gravitating polytropic turbulent fluid in a rotating disk near to the cloud core
- Statistical mass function of prestellar cores from the density distribution of their natal clouds
- Density profile of a self-gravitating polytropic turbulent fluid in the context of ensembles of molecular clouds