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arXiv 2402.18520astro-ph.GAastro-ph.CO
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星系并合是否偏好低密度环境?

Do galaxy mergers prefer under-dense environments?

U. Sureshkumar, A. Durkalec, A. Pollo, W. J. Pearson, D. J. Farrow, A. Narayanan, J. Loveday, E. N. Taylor, L. E. Suelves

AI总结:

本研究通过深度学习和形态学指标分类星系并合,利用GAMA巡天数据比较两点相关函数与标记相关函数,发现星系并合倾向发生在大尺度结构大于50 h^-1 kpc的低密度环境中。

摘要:

星系并合在星系演化中起着至关重要的作用。然而,星系并合与星系局部环境之间的相关性尚未被完全理解。我们旨在通过量化并合与非并合星系的空间聚集性,来探讨星系并合是偏好更高密度还是更低密度的环境。我们使用两种不同的指标来分类并合与非并合星系——基于深度学习技术的分类($f$)以及星系形态的非参数测量 Gini-$M_{20}$($g$)。我们使用了来自 Galaxy and Mass Assembly (GAMA) 巡天中红移范围在 $0.1 < z < 0.15$ 的一组星系样本,并设定恒星质量截断为 $log (M_{star}/M_{odot}) > 9.5$。我们测量并比较了使用并合指标 $f$ 和 $g$ 分类的并合与非并合星系的两点相关函数(2pCF)。我们还测量了标记相关函数(MCF),其中星系以 $f$ 为权重,以探究星系并合对环境的依赖性。我们没有观察到使用 2pCF 获得的并合与非并合星系聚集强度之间存在统计学上的显著差异。然而,使用以 $f$ 为标记的 MCF 测量结果,我们观察到星系成为并合星系的概率与其环境之间存在反相关关系。我们的结果强调了在探测环境相关性方面 MCF 相对于 2pCF 的优势。基于 MCF 测量结果,我们得出结论:星系并合倾向于发生在大尺度结构(LSS)大于 $50 h^{-1} kpc$ 尺度的低密度环境中。我们将这一观测结果归因于在最密集环境中星系的高相对速度阻止了它们的并合。

英文摘要:

Galaxy mergers play a crucial role in galaxy evolution. However, the correlation between mergers and the local environment of galaxies is not fully understood. We aim to address the question of whether galaxy mergers prefer denser or less dense environments by quantifying the spatial clustering of mergers and non-mergers. We use two different indicators to classify mergers and non-mergers - classification based on a deep learning technique ($f$) and non-parametric measures of galaxy morphology, Gini-$M_{20}$ ($g$). We used a set of galaxy samples in the redshift range $0.1 < z < 0.15$ from the Galaxy and Mass Assembly (GAMA) survey with a stellar mass cut of $\log (M_{\star}/M_{\odot} ) > 9.5$. We measured and compared the two-point correlation function (2pCF) of mergers and non-mergers classified using the two merger indicators $f$ and $g$. We measured the marked correlation function (MCF), in which the galaxies are weighted by $f$ to probe the environmental dependence of galaxy mergers. We do not observe a statistically significant difference between the clustering strengths of mergers and non-mergers obtained using 2pCF. However, using the MCF measurements with $f$ as a mark, we observe an anti-correlation between the likelihood of a galaxy being a merger and its environment. Our results emphasise the advantage of MCF over 2pCF in probing the environmental correlations. Based on the MCF measurements, we conclude that the galaxy mergers prefer to occur in the under-dense environments on scales $> 50 \, h^{-1} \mathrm{kpc}$ of the large-scale structure (LSS). We attribute this observation to the high relative velocities of galaxies in the densest environments that prevent them from merging.

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