Abstract

We propose a new statistical model that can reproduce the hierarchical nature of the ubiquitous filamentary structures of molecular clouds. This model is based on the multiplicative random cascade, which is designed to replicate the multifractal nature of intermittency in developed turbulence. We present a modified version of the multiplicative process where the spatial fluctuations as a function of scales are produced with the wavelet transforms of a fractional Brownian motion realisation. This simple approach produces naturally a log-normal distribution function and hierarchical coherent structures. Despite the highly contrasted aspect of these coherent structures against a smoother background, their Fourier power spectrum can be fitted by a single power law. As reported in previous works using the multiscale non-Gaussian segmentation (MnGSeg) technique, it is proven that the fit of a single power law reflects the inability of the Fourier power spectrum to detect the progressive non-Gaussian contributions that are at the origin of these structures across the inertial range of the power spectrum. The mutifractal nature of these coherent structures is discussed, and an extension of the MnGSeg technique is proposed to calculate the multifractal spectrum that is associated with them. Using directional wavelets, we show that filamentary structures can easily be produced without changing the general shape of the power spectrum. The cumulative effect of random multiplicative sequences succeeds in producing the general aspect of filamentary structures similar to those associated with star-forming regions. The filamentary structures are formed through the product of a large number of random-phase linear waves at different spatial wavelengths. Dynamically, this effect might be associated with the collection of compressive processes that occur in the interstellar medium.

Highlights

  • The origin of the scale-free nature of the interstellar medium (ISM) has been debated for several decades

  • Comparisons with statistical models of cloud structure proved that scale-free density fluctuations do not succeed in reproducing the ubiquitous filamentary structures seen in the ISM (Elmegreen et al 2001; Miville-Deschênes et al 2007)

  • Robitaille et al (2014, 2019) showed using the multiscale nonGaussian segmentation (MnGSeg) technique1 that filamentary structures are dominating the scale-free Fourier power

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Summary

Introduction

The origin of the scale-free nature of the interstellar medium (ISM) has been debated for several decades. Elia et al (2018) recently emphasised that the monofractal approach to characterising ISM structures underlies a certain degree of degeneracy as the statistical description of the regions is based on a single parameter, the fractal dimension They proposed to analyse the multifractal properties of ISM structures in Galactic dust-continuum maps using the boxcounting approach. We propose a new statistical model to produce synthetic coherent filamentary structures based on the multiplicative cascade process This new model reproduces some aspects of the probability distribution function (PDF) of young star-forming regions and the scale-free Fourier power spectrum despite the presence of highly contrasted coherent filamentary structures. 5 discusses the hierarchical nature of the models and compares them with observations; and we use this new multifractal framework to produce synthetic ISM structures and lay out prospects for future analyses in Sect.

Fractal models
Directional modified random cascade model
Multifractal analysis
Conclusion
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