论文标题

一种向前模型的方法来推断强力镜头的暗物质颗粒质量

A forward-modelling method to infer the dark matter particle mass from strong gravitational lenses

论文作者

He, Qiuhan, Robertson, Andrew, Nightingale, James, Cole, Shaun, Frenk, Carlos S., Massey, Richard, Amvrosiadis, Aristeidis, Li, Ran, Cao, Xiaoyue, Etherington, Amy

论文摘要

对结构形成的冷暗物质(CDM)模型的基本预测是存在巨大的暗物质光环延伸到生物质量。相比之下,其他暗物质模型(例如温暖的热遗物(WDM))可以预测质量功能的截止值,对于流行模型而言,大约在$ 10^7 $和$ 10^{10}}〜{\ rm m} _ \ odot $之间。我们使用模拟观察来证明向前建模方法的可行性,以提取有关沿视线到Galaxy-Galaxy强镜的低质量暗光环的信息。这可用于约束热遗物暗物质粒子的质量,$ m_ \ mathrm {dm} $。 Hubble太空望远镜分辨率有50个强镜,并具有$ \ sim50 $的最大像素信噪比,预期的中位数2 $σ$ contriave(类似CDM的型号的约束)(halo质量截止$ 10^{7} {7}〜{\ rm M} \ Mathrm {kev} $(约束$ M _ {\ rm dm} $的50%的机会比4.10 keV更好)。但是,如果暗物质是$ m_ \ mathrm {dm} = 2.2 \,\ mathrm {kev} $的温暖粒子,那么我们的“近似贝叶斯计算”方法将导致$ M_ \ mathrm {dm {dm} $之间的中位数估计。我们的方法可以扩展到将来望远镜将观察到的大型强度的大样本,并有可能排除标准的CDM宇宙模型。为了帮助未来的调查设计,我们量化这些约束将如何取决于数据质量(空间分辨率和集成时间)以及镜头几何(源和镜头红移)。

A fundamental prediction of the cold dark matter (CDM) model of structure formation is the existence of a vast population of dark matter haloes extending to subsolar masses. By contrast, other dark matter models, such as a warm thermal relic (WDM), predict a cutoff in the mass function at a mass which, for popular models, lies approximately between $10^7$ and $10^{10}~{\rm M}_\odot$. We use mock observations to demonstrate the viability of a forward modelling approach to extract information about low-mass dark haloes lying along the line-of-sight to galaxy-galaxy strong lenses. This can be used to constrain the mass of a thermal relic dark matter particle, $m_\mathrm{DM}$. With 50 strong lenses at Hubble Space Telescope resolution and a maximum pixel signal-to-noise ratio of $\sim50$, the expected median 2$σ$ constraint for a CDM-like model (with a halo mass cutoff at $10^{7}~{\rm M}_\odot$) is $m_\mathrm{DM} > 4.10 \, \mathrm{keV}$ (50% chance of constraining $m_{\rm DM}$ to be better than 4.10 keV). If, however, the dark matter is a warm particle of $m_\mathrm{DM}=2.2 \, \mathrm{keV}$, our 'Approximate Bayesian Computation' method would result in a median estimate of $m_\mathrm{DM}$ between 1.43 and 3.21 keV. Our method can be extended to the large samples of strong lenses that will be observed by future telescopes, and could potentially rule out the standard CDM model of cosmogony. To aid future survey design, we quantify how these constraints will depend on data quality (spatial resolution and integration time) as well as on the lensing geometry (source and lens redshifts).

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