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Organised randoms: Learning and correcting for systematic galaxy clustering patterns in KiDS using self-organising maps 有组织的随机:学习和纠正系统的星系团模式在儿童使用自组织地图
Pub Date : 2020-12-15 DOI: 10.1051/0004-6361/202040136
H. Johnston, A. Wright, B. Joachimi, Maciej Bilicki, N. E. Chisari, A. Dvornik, T. Erben, B. Giblin, C. Heymans, H. Hildebrandt, H. Hoekstra, S. Joudaki, M. Vakili
We present a new method for the mitigation of observational systematic effects in angular galaxy clustering via corrective random galaxy catalogues. Real and synthetic galaxy data, from the Kilo Degree Survey's (KiDS) 4$^{rm{th}}$ Data Release (KiDS-$1000$) and the Full-sky Lognormal Astro-fields Simulation Kit (FLASK) package respectively, are used to train self-organising maps (SOMs) to learn the multivariate relationships between observed galaxy number density and up to six systematic-tracer variables, including seeing, Galactic dust extinction, and Galactic stellar density. We then create `organised' randoms, i.e. random galaxy catalogues with spatially variable number densities, mimicking the learnt systematic density modes in the data. Using realistically biased mock data, we show that these organised randoms consistently subtract spurious density modes from the two-point angular correlation function $w(vartheta)$, correcting biases of up to $12sigma$ in the mean clustering amplitude to as low as $0.1sigma$, over a high signal-to-noise angular range of 7-100 arcmin. Their performance is also validated for angular clustering cross-correlations in a bright, flux-limited subset of KiDS-$1000$, comparing against an analogous sample constructed from highly-complete spectroscopic redshift data. Each organised random catalogue object is a `clone' carrying the properties of a real galaxy, and is distributed throughout the survey footprint according to the parent galaxy's position in systematics-space. Thus, sub-sample randoms are readily derived from a single master random catalogue via the same selection as applied to the real galaxies. Our method is expected to improve in performance with increased survey area, galaxy number density, and systematic contamination, making organised randoms extremely promising for current and future clustering analyses of faint samples.
本文提出了一种通过校正随机星系表来缓解角星系团观测系统效应的新方法。来自基洛度调查(KiDS) 4$^{rm{th}}$数据发布(KiDS-$1000$)和全天对数正态天文场模拟工具包(FLASK)包的真实和合成星系数据分别用于训练自组织图(SOMs),以学习观测到的星系数密度与多达六个系统示踪变量之间的多元关系,包括看到,银河系尘埃消失和银河系恒星密度。然后,我们创建“有组织的”随机,即具有空间可变密度的随机星系目录,模仿数据中学习的系统密度模式。使用实际偏倚的模拟数据,我们表明,这些有组织的随机始终从两点角相关函数$w(vartheta)$中减去杂散密度模式,在7-100 arcmin的高信噪角范围内,将平均聚类振幅中高达$12sigma$的偏倚校正到低至$0.1sigma$。与高度完整的光谱红移数据构建的类似样品相比,它们的性能也在明亮,通量有限的KiDS-$1000$子集中验证了角聚类相互关系。每个有组织的随机目录对象都是携带真实星系属性的“克隆”,并根据母星系在系统空间中的位置分布在整个调查足迹中。因此,子样本随机很容易通过应用于真实星系的相同选择从单个主随机目录中得到。我们的方法有望随着调查面积、星系数密度和系统污染的增加而提高性能,使有组织随机对当前和未来微弱样本的聚类分析非常有希望。
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引用次数: 3
Nuw CDM cosmology from the weak-lensing convergence PDF 弱透镜收敛的新CDM宇宙学
Pub Date : 2020-12-14 DOI: 10.1093/mnras/stab1381
A. Boyle, C. Uhlemann, O. Friedrich, A. Barthelemy, S. Codis, F. Bernardeau, C. Giocoli, M. Baldi
Pinning down the total neutrino mass and the dark energy equation of state is a key aim for upcoming galaxy surveys. Weak lensing is a unique probe of the total matter distribution whose non-Gaussian statistics can be quantified by the one-point probability distribution function (PDF) of the lensing convergence. We calculate the convergence PDF on mildly non-linear scales from first principles using large-deviation statistics, accounting for dark energy and the total neutrino mass. For the first time, we comprehensively validate the cosmology-dependence of the convergence PDF model against large suites of simulated lensing maps, demonstrating its percent-level precision and accuracy. We show that fast simulation codes can provide highly accurate covariance matrices, which can be combined with the theoretical PDF model to perform forecasts and eliminate the need for relying on expensive N-body simulations. Our theoretical model allows us to perform the first forecast for the convergence PDF that varies the full set of $Lambda$CDM parameters. Our Fisher forecasts establish that the constraining power of the convergence PDF compares favourably to the two-point correlation function for a Euclid-like survey area at a single source redshift. When combined with a CMB prior from Planck, the PDF constrains both the neutrino mass $M_nu$ and the dark energy equation of state $w_0$ more strongly than the two-point correlation function.
确定中微子的总质量和暗能量状态方程是即将到来的星系调查的关键目标。弱透镜效应是对全物质分布的一种独特探测,其非高斯统计量可以用透镜效应收敛的一点概率分布函数(PDF)来量化。我们在考虑暗能量和中微子总质量的情况下,利用大偏差统计,从第一原理出发,计算了在温和非线性尺度上的收敛PDF。我们首次全面验证了收敛PDF模型对大型模拟透镜图的宇宙学依赖性,展示了其百分比级别的精度和准确性。我们表明,快速仿真代码可以提供高度精确的协方差矩阵,可以与理论PDF模型相结合来进行预测,并消除依赖昂贵的n体仿真的需要。我们的理论模型允许我们对改变整套$Lambda$ CDM参数的收敛PDF进行第一次预测。我们的Fisher预测表明,对于一个单源红移的类欧几里得调查区域,收敛PDF的约束能力优于两点相关函数。当与先前来自普朗克的CMB相结合时,PDF比两点相关函数更强烈地约束中微子质量$M_nu$和暗能量状态方程$w_0$。
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引用次数: 11
Imprint of ultralight vector fields on gravitational wave propagation 超光矢量场对引力波传播的影响
Pub Date : 2020-12-14 DOI: 10.1103/PhysRevD.103.123546
Alfredo D. Miravet, A. L. Maroto
We study the effects of ultralight vector field (ULVF) dark matter on gravitational wave propagation. We find that the coherent oscillations of the vector field induce an anisotropic suppression of the gravitational wave amplitude as compared to the $Lambda$CDM prediction. The effect is enhanced for smaller vector field masses and peaks for modes around $k=H_0/sqrt{a(H=m)}$. The suppression is negligible for astrophysically generated gravitational waves but could be sizeable for primordial gravity waves. We discuss the possibility of detecting such an effect on the CMB B-mode power spectrum with the sensitivity of future detectors. We find that the upcoming LiteBIRD mission would be sensitive to ULVF dark matter with masses $mlesssim 10^{-26}$ eV for sufficiently large abundances.
研究了超光矢量场暗物质对引力波传播的影响。我们发现,与$Lambda$ CDM预测相比,矢量场的相干振荡诱导引力波振幅的各向异性抑制。对于较小的矢量场质量和$k=H_0/sqrt{a(H=m)}$周围模式的峰值,效果得到增强。对于天体物理产生的引力波,这种抑制可以忽略不计,但对于原始引力波,这种抑制可能相当大。我们讨论了用未来探测器的灵敏度探测到这种对CMB b模功率谱影响的可能性。我们发现即将到来的LiteBIRD任务将对质量为$mlesssim 10^{-26}$ eV的ULVF暗物质敏感,以获得足够大的丰度。
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引用次数: 3
QCD axion and gravitational waves in light of NANOGrav results 基于nanogravity结果的QCD轴子和引力波
Pub Date : 2020-12-12 DOI: 10.1103/PHYSREVD.103.063031
Nicklas Ramberg, L. Visinelli
The North American Nanohertz Observatory for Gravitational Waves (NANOGrav) collaboration has recently reported strong evidence for a stochastic process affecting the 12.5 yr dataset of pulsar timing residuals. We show that the signal can be interpreted in terms of a stochastic gravitational wave background emitted from a network of axionic strings in the early Universe. The spontaneous breaking of the Peccei-Quinn symmetry originate the axionic string network and the QCD axion, the dark matter particle in the model. We explore a non-standard cosmological model driven by an exotic field $phi$, in which the axion field provides the dark matter observed. For an equation of state $w_phi < 1/3$, the QCD axion mass is smaller than expected in the standard cosmology and the GW spectrum from axionic strings is larger. We assess the parameter space of the model which is consistent with the NANOGrav-$12.5,$yr detection, which can be explained within 95% limit by a QCD axion field evolving in a dust-like scenario, as well as within 68% limit by a QCD axion field evolving in a curvature-dominated background.
北美纳赫兹引力波天文台(nanogravity)合作项目最近报告了一个影响脉冲星时间残差12.5年数据集的随机过程的有力证据。我们表明,该信号可以解释为随机引力波背景发射从一个网络的轴弦在早期宇宙。Peccei-Quinn对称的自发破缺起源于轴子弦网络和QCD轴子,即模型中的暗物质粒子。我们探索了一个由奇异场$phi$驱动的非标准宇宙学模型,其中轴子场提供观测到的暗物质。对于状态方程$w_phi < 1/3$, QCD轴子质量小于标准宇宙学的期望,而轴子弦的GW谱更大。我们对模型的参数空间进行了评估,该模型的参数空间与nanogrv - 12.5,$yr的检测结果一致,可以在95%的范围内解释在尘埃样场景中演化的QCD轴子场,以及在曲率主导背景下演化的QCD轴子场。
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引用次数: 21
On the relationship between Type Ia supernova luminosity and host-galaxy properties Ia型超新星光度与宿主星系性质的关系
Pub Date : 2020-12-11 DOI: 10.1093/MNRASL/SLAB034
Y. Murakami, B. Stahl, Keto D. Zhang, Matthew Chu, E. McGinness, K. Patra, A. Filippenko
A string of recent studies have debated the possible presence of an evolutionary trend between the peak luminosity attained by Type Ia supernovae (SNe Ia) and the properties of the galaxies that host them. We shed new light on the discussion by presenting an analysis of ~200 low-redshift SNe Ia in which we measure the separation of Hubble residuals (HR; as probes of luminosity) between two host-galaxy morphological types (as a probe of both age and mass). We show that this separation can test the predictions made by recently proposed models, using an independently and empirically determined distribution of each morphological type in host-property space. Our results are consistent with the previously known HR-mass step (or slope), but inconsistent with newly proposed HR-age slopes, which we find to significantly overstate what amounts only to a slight trend. In addition, we show that these two trends -- HR-mass and HR-age correlation -- need to be consistent with each other, given the significant correlation that we identify between age and mass in a sample of galaxies. While our result clearly rejects the recently proposed large HR-age slope, the correlations between mass, age, morphology, and HR values are evident, keeping the HR-age slope relevant as an interesting topic for discussion. Our results encourage further studies to determine the physical origin of this relation between host environments and luminosity of SNe~Ia.
最近的一系列研究讨论了Ia型超新星(SNe Ia)所达到的峰值亮度与它们所在星系的特性之间可能存在的进化趋势。通过对~200个低红移超新星Ia的分析,我们对哈勃残差(HR;作为两个宿主星系形态类型之间的光度探测器(作为年龄和质量的探测器)。我们表明,这种分离可以测试最近提出的模型所做的预测,使用独立和经验确定的每个形态类型在宿主属性空间中的分布。我们的结果与先前已知的HR-mass阶跃(或斜率)一致,但与新提出的HR-age斜率不一致,我们发现后者明显夸大了仅占轻微趋势的部分。此外,我们还表明,考虑到我们在星系样本中发现的年龄和质量之间的显著相关性,这两种趋势——hr -质量和hr -年龄相关性——需要彼此一致。虽然我们的结果明确地否定了最近提出的大HR年龄斜率,但质量,年龄,形态和HR值之间的相关性是明显的,使HR年龄斜率成为一个有趣的讨论话题。我们的结果鼓励进一步的研究,以确定寄主环境和SNe~Ia亮度之间的这种关系的物理起源。
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引用次数: 2
Partially constrained internal linear combination: A method for low-noise CMB foreground mitigation 部分约束内线性组合:一种低噪声微波背景前景抑制方法
Pub Date : 2020-12-07 DOI: 10.1103/PhysRevD.103.103510
Y. S. Abylkairov, O. Darwish, J. Hill, B. Sherwin
Internal Linear Combination (ILC) methods are some of the most widely used multi-frequency cleaning techniques employed in CMB data analysis. These methods reduce foregrounds by minimizing the total variance in the coadded map (subject to a signal-preservation constraint), although often significant foreground residuals or biases remain. A modification to the ILC method is the constrained ILC (cILC), which explicitly nulls certain foreground components; however, this foreground nulling often comes at a high price for ground-based CMB datasets, with the map noise increasing significantly on small scales. In this paper we explore a new method, the partially constrained ILC (pcILC), which allows us to optimize the tradeoff between foreground bias and variance in ILC methods. In particular, this method allows us to minimize the variance subject to an inequality constraint requiring that the constrained foregrounds are reduced by at least a fixed factor, which can be chosen based on the foreground sensitivity of the intended application. We test our method on simulated sky maps for a Simons Observatory-like experiment; we find that for cleaning thermal Sunyaev-Zel'dovich (tSZ) contamination at $ell in [3000,4800]$, if a small tSZ residual of 20% of the standard ILC residual can be tolerated, the variance of the CMB temperature map is reduced by at least 50% over the cILC value. We also demonstrate an application of this method to reduce noise in CMB lensing reconstruction.
内线性组合(ILC)方法是微波背景数据分析中应用最广泛的一种多频清洗方法。这些方法通过最小化共加图中的总方差(受制于信号保留约束)来减少前景,尽管通常仍然存在显著的前景残差或偏差。对ILC方法的改进是约束ILC (cILC),它显式地取消某些前景组件;然而,这种前景零化对地面CMB数据集来说往往代价高昂,在小尺度上地图噪声显著增加。在本文中,我们探索了一种新的方法,部分约束ILC (pcILC),它允许我们优化ILC方法中前景偏差和方差之间的权衡。特别是,该方法允许我们最小化受不等式约束的方差,该约束要求约束前景至少减少一个固定因子,该因子可以根据预期应用程序的前景敏感性进行选择。我们在模拟的天空地图上测试了我们的方法,这是一个类似西蒙斯天文台的实验;我们发现,对于清洗热Sunyaev-Zel'dovich (tSZ)污染,如果tSZ残留量为标准ILC残留量的20%,则CMB温度图的方差比cILC值至少减少50%。我们还演示了该方法在CMB透镜重建中降低噪声的应用。
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引用次数: 5
Probability distribution function of the aperture mass field with large deviation theory 大偏差理论孔径质量场的概率分布函数
Pub Date : 2020-12-07 DOI: 10.1093/MNRAS/STAB818
A. Barthelemy, S. Codis, F. Bernardeau
In the context of tomographic cosmic shear surveys, a theoretical model for the one-point statistics of the aperture mass (Map) is developed. This formalism is based on the application of the large deviation principle to the projected matter density field and more specifically to the angular aperture masses. The latter holds the advantage of being an observable that can be directly extracted from the observed shear field and to be, by construction, independent from the long wave modes. Furthermore we show that, with the help of a nulling procedure based on the so-called BNT transform, it is possible to build observables that depend only on a finite range of redshifts making them also independent from the small-scale modes. This procedure makes predictions for the shape of the one-point Probability Distribution Function of such an observable very accurate, comparable to what had been previously obtained for 3D observables. Comparisons with specific simulations reveal however inconsistent results showing that synthetic lensing maps were not accurate enough for such refined observables. It points to the need for more precise dedicated numerical developments whose performances could be benchmarked with such observables. We furthermore review the possible systematics that could affect such a formalism in future weak-lensing surveys like Euclid, notably the impact of shape noise as well as leading corrections coming from lens-lens couplings, geodesic deviation, reduced shear and magnification bias.
在层析宇宙剪切测量的背景下,建立了孔径质量(Map)的一点统计理论模型。这种形式是基于将大偏差原理应用于投射的物质密度场,更具体地说,应用于角孔径质量。后者的优点是可以直接从观测到的剪切场中提取可观测值,并且通过构造独立于长波模态。此外,我们表明,在基于所谓的BNT变换的零化过程的帮助下,可以构建仅依赖于有限范围的红移的可观测值,使它们独立于小尺度模态。这一过程可以非常准确地预测这种可观测点的单点概率分布函数的形状,与之前获得的3D可观测点的形状相当。然而,与特定模拟的比较揭示了不一致的结果,表明合成透镜图对这种精细的观测结果不够精确。它指出需要更精确的专用数值开发,其性能可以用这些可观察到的数据作为基准。我们进一步回顾了可能在未来弱透镜调查(如欧几里得)中影响这种形式的系统分类,特别是形状噪声的影响以及来自透镜-透镜耦合、测地线偏差、减少剪切和放大偏差的领先修正。
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引用次数: 8
Strategies to detect dark-matter decays with line-intensity mapping 用线强度映射探测暗物质衰变的策略
Pub Date : 2020-12-01 DOI: 10.1103/PHYSREVD.103.063523
J. Bernal, A. Caputo, M. Kamionkowski
The nature of dark matter is a longstanding mystery in cosmology, which can be studied with laboratory or collider experiments, as well as astrophysical and cosmological observations. In this work, we propose realistic and efficient strategies to detect radiative products from dark-matter decays with line-intensity mapping (LIM) experiments. This radiation will behave as a line interloper for the atomic and molecular spectral lines targeted by LIM surveys. The most distinctive signatures of the contribution from dark-matter radiative decays are an extra anisotropy on the LIM power spectrum due to projection effects, as well as a narrowing and a shift towards higher intensities of the voxel intensity distribution. We forecast the minimum rate of decays into two photons that LIM surveys will be sensitive to as function of the dark-matter mass in the range $sim 10^{-6}-10$ eV, and discuss how to reinterpret such results for dark matter that decays into a photon and another particle. We find that both the power spectrum and the voxel intensity distribution are expected to be very sensitive to the dark-matter contribution, with the voxel intensity distribution being more promising for most experiments considered. Interpreting our results in terms of the axion, we show that LIM surveys will be extremely competitive to detect its decay products, improving several orders of magnitudes (depending on the mass) the sensitivity of laboratory and astrophysical searches, especially in the mass range $sim 1-10$ eV.
暗物质的本质是宇宙学中一个长期存在的谜团,可以通过实验室或对撞机实验,以及天体物理学和宇宙学观测来研究。在这项工作中,我们提出了现实和有效的策略来检测暗物质衰变的辐射产物与线强度映射(LIM)实验。这种辐射会干扰LIM巡天所瞄准的原子和分子光谱线。暗物质辐射衰减贡献的最显著特征是由于投影效应导致的LIM功率谱的额外各向异性,以及体素强度分布的变窄和向更高强度的转变。我们预测了最小衰变为两个光子的速率,LIM调查将敏感于暗物质质量在$sim 10^{-6}-10$ eV范围内的函数,并讨论了如何重新解释暗物质衰变为光子和另一个粒子的结果。我们发现功率谱和体素强度分布都对暗物质的贡献非常敏感,其中体素强度分布在大多数实验中更有前景。从轴子的角度解释我们的结果,我们表明,LIM调查将极具竞争力地检测其衰变产物,提高几个数量级(取决于质量)实验室和天体物理搜索的灵敏度,特别是在质量范围1-10$ eV。
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引用次数: 21
Cosmological bound on neutrino masses in the light of H0 tension 在H0张力下中微子质量的宇宙学束缚
Pub Date : 2020-11-30 DOI: 10.1103/PHYSREVD.103.083516
Toyokazu Sekiguchi, Tomo Takahashi
Although cosmic microwave background (CMB) is the most powerful cosmological probe of neutrino masses, it is in trouble with local direct measurements of $H_0$, which is called the $H_0$ tension. Since neutrino masses are correlated with $H_0$ in CMB, one can expect the cosmological bound on neutrino masses would be much affected by the $H_0$ tension. We investigate what impact this tension brings to cosmological bound on neutrino masses by assuming a model with modified recombination which has been shown to resolve the tension. We argue that constraints on neutrino masses become significantly weaker in models where the $H_0$ tension can be resolved.
虽然宇宙微波背景(CMB)是最强大的中微子质量宇宙探测器,但它在局部直接测量H_0$时遇到了麻烦,这被称为H_0$张力。由于中微子质量与CMB中的H_0$相关,因此可以预期中微子质量的宇宙学边界将受到H_0$张力的很大影响。我们通过假设一个修正的重组模型来研究这种张力对中微子质量的宇宙学束缚的影响,该模型已被证明可以解决张力。我们认为,在可以解决H_0张力的模型中,对中微子质量的约束明显变弱。
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引用次数: 8
mg-mamposst: a code to test modifications of gravity with internal kinematics and lensing analyses of galaxy clusters 一个代码测试修改的重力与内部运动学和星系团的透镜分析
Pub Date : 2020-11-30 DOI: 10.1093/mnras/stab1727
L. Pizzuti, I. Saltas, L. Amendola
We present an upgraded version of emph{MG-MAMPOSSt}, a code to constrain modified gravity models with the dynamics of galaxy cluster's members, based on the original emph{MAMPOSSt} method, along with an application to forecasts. Given an input for the velocity field of member galaxies, the code solves the Jeans' equation to provide a likelihood analysis for the free parameters of the gravity theory, that is, the mass profile and modified gravity parameters. The new version implements two distinct types of gravity modifications, namely general chameleon (including $f(R)$ models) and Beyond Horndeski gravity (Vainshtein screening), and is further equipped with a Monte-Carlo-Markov-Chain module for an efficient parameter space exploration. The program is complemented by the ClusterGEN code, capable of producing mock galaxy clusters under the assumption of spherical symmetry and dynamical equilibrium. The code is written in Fortran and we plan to make it publicly available. Its technical aspects will be presented elsewhere. We demonstrate the potential of the method in an ideal situation by analysing a set of synthetic, isolated and spherically-symmetric dark matter halos, focusing on the statistical degeneracies between model parameters. Assuming the availability of additional lensing-like information, we forecast the constraints on the modified gravity parameters for the two classes of models presented from joint lensing+dynamics analyses in view of upcoming galaxy cluster surveys.
我们提出了emph{MG-MAMPOSSt}的升级版本,这是一个基于原始emph{MAMPOSSt}方法的代码,用于约束带有星系团成员动力学的修改重力模型,并应用于预测。在给定成员星系速度场输入的情况下,代码求解Jeans’方程,对重力理论的自由参数即质量轮廓和修正重力参数进行似然分析。新版本实现了两种不同类型的重力修改,即一般变色龙(包括$f(R)$模型)和超越Horndeski重力(Vainshtein筛选),并进一步配备了Monte-Carlo-Markov-Chain模块,用于有效的参数空间探索。该程序由ClusterGEN代码补充,能够在球对称和动态平衡的假设下产生模拟星系团。代码是用Fortran编写的,我们计划将其公开。其技术方面将在其他地方介绍。我们通过分析一组合成的、孤立的和球对称的暗物质晕来证明该方法在理想情况下的潜力,重点关注模型参数之间的统计简并。假设额外的类透镜信息的可用性,我们预测了在即将到来的星系团调查中,由透镜+动力学联合分析提出的两类模型的修正重力参数的约束。
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引用次数: 6
期刊
arXiv: Cosmology and Nongalactic Astrophysics
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