Fragmentation of young massive clusters in binary components: an application of Griddy Gibbs Sampler

The study of the process of hierarchical fragmentation of molecular clouds within Young Massive Clusters required modeling the Initial Mass Function by considering both binary and single-star components. Components of masses from the Gaia Early Data Release 3 (EDR3) dataset were estimated using the...

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Main Authors: Abisa Sinha Adhikary, Ankita Das
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-03-01
Series:Frontiers in Astronomy and Space Sciences
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Online Access:https://www.frontiersin.org/articles/10.3389/fspas.2025.1473492/full
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author Abisa Sinha Adhikary
Ankita Das
author_facet Abisa Sinha Adhikary
Ankita Das
author_sort Abisa Sinha Adhikary
collection DOAJ
description The study of the process of hierarchical fragmentation of molecular clouds within Young Massive Clusters required modeling the Initial Mass Function by considering both binary and single-star components. Components of masses from the Gaia Early Data Release 3 (EDR3) dataset were estimated using the mass–luminosity relationship and the contribution of each mass to the total system was analyzed in the current research. Stochastic models describing the contribution of each component are developed for binary as well as single stars incorporating the escape mass theory of the assumed pair. Binary masses, fitted to suitable bi-variate distributions, were simulated using Griddy Gibbs sampler, a Markov Chain Monte Carlo (MCMC) algorithm. Stellar masses of single stars were simulated using data from suitable uni-variate distribution. The mass spectrum of the binary, as well as single star components, were then considered together to determine the initial mass function. The resulting mass function under opacity limited fragmentation scenario is further investigated at different projected distances from the cluster core to the radius where the signature of mass segregation is found.
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spelling doaj-art-e5312c69328b490e9426e3a873ac91db2025-08-20T02:52:52ZengFrontiers Media S.A.Frontiers in Astronomy and Space Sciences2296-987X2025-03-011210.3389/fspas.2025.14734921473492Fragmentation of young massive clusters in binary components: an application of Griddy Gibbs SamplerAbisa Sinha AdhikaryAnkita DasThe study of the process of hierarchical fragmentation of molecular clouds within Young Massive Clusters required modeling the Initial Mass Function by considering both binary and single-star components. Components of masses from the Gaia Early Data Release 3 (EDR3) dataset were estimated using the mass–luminosity relationship and the contribution of each mass to the total system was analyzed in the current research. Stochastic models describing the contribution of each component are developed for binary as well as single stars incorporating the escape mass theory of the assumed pair. Binary masses, fitted to suitable bi-variate distributions, were simulated using Griddy Gibbs sampler, a Markov Chain Monte Carlo (MCMC) algorithm. Stellar masses of single stars were simulated using data from suitable uni-variate distribution. The mass spectrum of the binary, as well as single star components, were then considered together to determine the initial mass function. The resulting mass function under opacity limited fragmentation scenario is further investigated at different projected distances from the cluster core to the radius where the signature of mass segregation is found.https://www.frontiersin.org/articles/10.3389/fspas.2025.1473492/fullinitial mass functionIzawa bi-variate gamma distributionescape massGriddy Gibbs samplermass segregation
spellingShingle Abisa Sinha Adhikary
Ankita Das
Fragmentation of young massive clusters in binary components: an application of Griddy Gibbs Sampler
Frontiers in Astronomy and Space Sciences
initial mass function
Izawa bi-variate gamma distribution
escape mass
Griddy Gibbs sampler
mass segregation
title Fragmentation of young massive clusters in binary components: an application of Griddy Gibbs Sampler
title_full Fragmentation of young massive clusters in binary components: an application of Griddy Gibbs Sampler
title_fullStr Fragmentation of young massive clusters in binary components: an application of Griddy Gibbs Sampler
title_full_unstemmed Fragmentation of young massive clusters in binary components: an application of Griddy Gibbs Sampler
title_short Fragmentation of young massive clusters in binary components: an application of Griddy Gibbs Sampler
title_sort fragmentation of young massive clusters in binary components an application of griddy gibbs sampler
topic initial mass function
Izawa bi-variate gamma distribution
escape mass
Griddy Gibbs sampler
mass segregation
url https://www.frontiersin.org/articles/10.3389/fspas.2025.1473492/full
work_keys_str_mv AT abisasinhaadhikary fragmentationofyoungmassiveclustersinbinarycomponentsanapplicationofgriddygibbssampler
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