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Model-independent calibrations of gamma-ray bursts using machine learning 使用机器学习的伽马射线爆发的独立模型校准
Pub Date : 2020-11-27 DOI: 10.1093/MNRAS/STAB795
O. Luongo, M. Muccino
We alleviate the circularity problem, whereby gamma-ray bursts are not perfect distance indicators, by means of a new model-independent technique based on B'ezier polynomials. To do so, we use the well consolidate textit{Amati} and textit{Combo} correlations. We consider improved calibrated catalogs of mock data from differential Hubble rate points. To get our mock data, we use those machine learning scenarios that well adapt to gamma ray bursts, discussing in detail how we handle small amounts of data from our machine learning techniques. In particular, we explore only three machine learning treatments, i.e. emph{linear regression}, emph{neural network} and emph{random forest}, emphasizing quantitative statistical motivations behind these choices. Our calibration strategy consists in taking Hubble's data, creating the mock compilation using machine learning and calibrating the aforementioned correlations through B'ezier polynomials with a standard chi-square analysis first and then by means of a hierarchical Bayesian regression procedure. The corresponding catalogs, built up from the two correlations, have been used to constrain dark energy scenarios. We thus employ Markov Chain Monte Carlo numerical analyses based on the most recent Pantheon supernova data, baryonic acoustic oscillations and our gamma ray burst data. We test the standard $Lambda$CDM model and the Chevallier-Polarski-Linder parametrization. We discuss the recent $H_0$ tension in view of our results. Moreover, we highlight a further severe tension over $Omega_m$ and we conclude that a slight evolving dark energy model is possible.
我们利用一种新的基于bsamizier多项式的模型无关技术,解决了伽马射线暴不是完美距离指示器的圆度问题。为此,我们使用井合并textit{Amati}和textit{Combo}相关性。我们考虑改进的校准目录模拟数据从不同的哈勃速率点。为了获得模拟数据,我们使用了那些能够很好地适应伽马射线爆发的机器学习场景,详细讨论了如何处理来自机器学习技术的少量数据。特别地,我们只探讨了三种机器学习处理方法,即emph{线性回归}、emph{神经网络}和emph{随机森林},强调了这些选择背后的定量统计动机。我们的校准策略包括获取哈勃的数据,使用机器学习创建模拟编译,并首先通过标准卡方分析的bsamzier多项式校准上述相关性,然后通过分层贝叶斯回归过程。根据这两种相关性建立的相应的目录,已经被用来限制暗能量的情景。因此,我们采用马尔可夫链蒙特卡罗数值分析基于最新的万神殿超新星数据,重子声学振荡和我们的伽马射线暴数据。我们测试了标准$Lambda$ CDM模型和Chevallier-Polarski-Linder参数化。鉴于我们的结果,我们讨论最近的$H_0$紧张局势。此外,我们强调了$Omega_m$上进一步的严重紧张,我们得出结论,一个轻微演变的暗能量模型是可能的。
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引用次数: 14
Viable curvaton models from the fNL parameter 基于fNL参数的可行曲率模型
Pub Date : 2020-11-27 DOI: 10.1103/PHYSREVD.103.063530
L. F. Guimarães, F. Falciano
We show how to build a curvaton inflationary model motivated by scale-dependent non-Gaussianities of cosmological perturbations. In particular, we study the change of sign in the $f_{NL}$ parameter as a function of the curvaton field value at horizon crossing and identify it with the cosmic microwave background pivot scale. We devise a procedure to recover the curvaton model that provides the desired $f_{NL}$ parameter. We then present a concrete example of $f_{NL}$ and construct its parent model. We study the constraints applied to this model based on considerations taken on $f_{NL}$. We show that the hemispherical asymmetry can also be used to constrain the scale-dependence of $f_{NL}$ and the model parameters.
我们展示了如何建立一个由尺度依赖的非高斯宇宙学扰动驱动的曲率暴胀模型。特别地,我们研究了$f_{NL}$参数的符号变化作为视界交叉处曲率场值的函数,并将其与宇宙微波背景枢轴尺度进行了识别。我们设计了一个过程来恢复提供所需的$f_{NL}$参数的曲率模型。然后给出了$f_{NL}$的具体例子,并构造了它的父模型。我们基于考虑$f_{NL}$来研究应用于该模型的约束。我们证明了半球形不对称也可以用来约束$f_{NL}$和模型参数的尺度依赖性。
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引用次数: 0
Formation of inflaton halos after inflation 膨胀后形成的膨胀晕
Pub Date : 2020-11-26 DOI: 10.1103/PHYSREVD.103.063525
Benedikt Eggemeier, J. Niemeyer, R. Easther
The early Universe may have passed through an extended period of matter-dominated expansion following inflation and prior to the onset of radiation domination. Sub-horizon density perturbations grow gravitationally during such an epoch, collapsing into bound structures if it lasts long enough. The strong analogy between this phase and structure formation in the present-day universe allows the use of N-body simulations and approximate methods for halo formation to model the fragmentation of the inflaton condensate into inflaton halos. For a simple model we find these halos have masses of up to $20,mathrm{kg}$ and radii of the order of $10^{-20},mathrm{m}$, roughly $10^{-24}$ seconds after the Big Bang. We find that the N-body halo mass function matches predictions of the mass-Peak Patch method and the Press-Schechter formalism within the expected range of scales. A long matter-dominated phase would imply that reheating and thermalization occurs in a universe with large variations in density, potentially modifying the dynamics of this process. In addition, large overdensities can source gravitational waves and may lead to the formation of primordial black holes.
早期的宇宙可能经历了一段物质主导的膨胀时期,在暴胀之后,在辐射主导开始之前。在这样一个时期,亚视界密度扰动在引力作用下增长,如果持续时间足够长,就会坍缩成束缚结构。这一阶段与当今宇宙结构形成之间的强烈相似性允许使用n体模拟和晕形成的近似方法来模拟膨胀凝聚物分裂成膨胀晕的过程。对于一个简单的模型,我们发现这些光晕的质量高达$20,$ mathrm{kg}$,半径为$10^{-20}$,$ mathrm{m}$,在大爆炸后大约$10^{-24}$。我们发现n体光晕质量函数在预期的尺度范围内与质量-峰值贴片法和Press-Schechter形式的预测相匹配。长时间的物质主导阶段意味着再加热和热化发生在密度变化很大的宇宙中,这可能会改变这一过程的动力学。此外,过大的密度可以产生引力波,并可能导致太初黑洞的形成。
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引用次数: 7
Evolution of skewness and kurtosis of cosmic density fields 宇宙密度场的偏度和峰度演化
Pub Date : 2020-11-26 DOI: 10.1051/0004-6361/202039999
J. Einasto, A. Klypin, G. Hütsi, L. Liivamägi, M. Einasto
We perform numerical simulations of the evolution of the cosmic web for the conventional $Lambda$CDM model in box sizes $L_0=256,~512,~1024$~Mpc. We calculate models, corresponding to the present epoch $z=0$, and to redshifts $z=1,~3,~5,~10,~30$. We calculate density fields with various smoothing levels to find the dependence of the density field on smoothing. We calculate PDF and its moments -- variance, skewness and kurtosis. The dimensionless skewness $S$ and the dimensionless kurtosis $K$ characterise symmetry and flatness properties of the 1-point PDF of the cosmic web. Relations $S =S_3 sigma$, and $K=S_4 sigma^2$ are now tested in standard deviation $sigma$ range, $0.015 le sigma le 10$, and in redshift $z$ range $0 le z le 30$. Reduced skewness $S_3$ and reduced kurtosis $S_4$ described in log-log format. Data show that these relations can be extrapolated to earlier redshifts $z$, and to smaller $sigma$, as. well as to smaller and larger smoothing lengths $R$. Reduced parameters depend on basic parameters of models. The reduced skewness: $S_3 = f_3(R) +g_3(z),sigma^2$, and the reduced kurtosis: $S_4 = f_4(R) +g_4(z),sigma^2$, where $f_3(R)$ and $f_4(R)$ are parameters, depending on the smoothing length, $R$, and $g_3(z)$ and $g_4(z)$ are parameters, depending on the evolutionary epoch $z$. The lower bound of the amplitude parameters are, $f_3(R) approx 3.5$ for reduced skewness, and $f_4(R) approx 16$ for reduced kurtosis, for large smoothing lengths, $Rapprox 32$~Mpc. With decreasing smoothing length $R$ the skewness and kurtosis values for given redshift $z$ turn upwards.
我们对传统的$Lambda$ CDM模型在盒子尺寸$L_0=256,~512,~1024$Mpc中进行了宇宙网演化的数值模拟。我们计算模型,对应于现在的时代$z=0$和红移$z=1,~3,~5,~10,~30$。我们计算了不同平滑程度的密度场,以找出密度场对平滑的依赖关系。我们计算PDF和它的矩——方差、偏度和峰度。无量纲偏度$S$和无量纲峰度$K$表征了宇宙网1点PDF的对称性和平整性。关系$S =S_3 sigma$和$K=S_4 sigma^2$现在在标准偏差$sigma$范围、$0.015 le sigma le 10$范围和红移$z$范围$0 le z le 30$中进行测试。降低偏度$S_3$和降低峰度$S_4$以对数-对数格式描述。数据显示,这些关系可以外推到更早的红移$z$和更小的$sigma$,如。以及更小和更大的平滑长度$R$。约简参数依赖于模型的基本参数。偏度的简化:$S_3 = f_3(R) +g_3(z),sigma^2$,峰度的简化:$S_4 = f_4(R) +g_4(z),sigma^2$,其中$f_3(R)$和$f_4(R)$是参数,取决于平滑长度,$R$, $g_3(z)$和$g_4(z)$是参数,取决于进化时代$z$。振幅参数的下界为:$f_3(R) approx 3.5$表示减少偏度,$f_4(R) approx 16$表示减少峰度,对于较大的平滑长度,$Rapprox 32$Mpc。随着平滑长度$R$的减小,给定红移的偏度和峰度值$z$呈上升趋势。
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引用次数: 5
Halo model approach for the 21-cm power spectrum at cosmic dawn 宇宙黎明21cm功率谱的光晕模型方法
Pub Date : 2020-11-24 DOI: 10.1103/PHYSREVD.103.083025
A. Schneider, S. Giri, J. Mirocha
Prior to the epoch of reionisation, the 21-cm signal of the cosmic dawn is dominated by the Lyman-$alpha$ coupling and gas temperature fluctuations caused by the first sources of radiation. While early efforts to model this epoch relied on analytical techniques, the community quickly transitioned to more expensive semi-numerical models. Here, we re-assess the viability of simpler approaches that allow for rapid explorations of the vast astrophysical parameter space. We propose a new analytical method to calculate the 21-cm power spectrum based on the framework of the halo model. Both the Lyman-$alpha$ coupling and temperature fluctuations are described by overlapping radiation flux profiles that include spectral red-shifting and source attenuation due to look-back (light-cone) effects. The 21-cm halo model is compared to the semi-numerical code 21cmFAST exhibiting generally good agreement, i.e., the power spectra differ by less than a factor of three over a large range of $k$-modes and redshifts. We show that the remaining differences between the two methods are comparable to the expected variations from modelling uncertainties associated with the abundance, bias, and accretion rates of haloes. While these current uncertainties must be reduced in the future, our work suggests that inference at acceptable accuracy will become feasible with very efficient halo models of the cosmic dawn.
在再电离时代之前,宇宙黎明的21厘米信号主要由莱曼- α耦合和由第一辐射源引起的气体温度波动所控制。虽然早期对这个时代建模的努力依赖于分析技术,但社区很快就转向了更昂贵的半数值模型。在这里,我们重新评估了更简单的方法的可行性,这些方法允许对巨大的天体物理参数空间进行快速探索。我们提出了一种新的基于光晕模型框架的21cm功率谱计算方法。Lyman-$alpha$耦合和温度波动都是通过重叠的辐射通量剖面来描述的,其中包括光谱红移和由于回视(光锥)效应引起的源衰减。将21厘米光晕模型与半数值代码21cmFAST进行比较,结果显示出良好的一致性,即在较大的k模式和红移范围内,功率谱的差异小于三倍。我们表明,两种方法之间的剩余差异与与晕的丰度、偏差和吸积率相关的建模不确定性的预期变化相当。虽然这些目前的不确定性必须在未来减少,但我们的工作表明,通过非常有效的宇宙黎明光晕模型,在可接受的精度上的推断将是可行的。
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引用次数: 7
Dark energy constraints from quasar observations 类星体观测的暗能量约束
Pub Date : 2020-11-24 DOI: 10.12693/APhysPolA.139.389
B. Czerny, M. L. Mart'inez-Aldama, G. Wojtkowska, M. Zajavcek, P. Marziani, D. Dultzin, M. Naddaf, S. Panda, R. Prince, R. Przyluski, M. Rałowski, M. Śniegowska
Recent measurements of the parameters of the Concordance Cosmology Model ($Lambda$CDM) done in the low-redshift Universe with Supernovae Ia/Cepheids, and in the distant Universe done with Cosmic Microwave Background (CMB) imply different values for the Hubble constant (67.4 $pm$ 0.5 km s$^{-1}$ Mpc$^{-1}$ from Planck vs 74.03 $pm$ 1.42 km s$^{-1}$ Mpc$^{-1}$, Riess et al. 2019). This Hubble constant tension implies that either the systematic errors are underestimated, or the $Lambda$CDM does not represent well the observed expansion of the Universe. Since quasars - active galactic nuclei - can be observed in the nearby Universe up to redshift z $sim$ 7.5, they are suitable to estimate the cosmological properties in a large redshift range. Our group develops two methods based on the observations of quasars in the late Universe up to redshift z$sim $4.5, with the objective to determine the expansion rate of the Universe. These methods do not yet provide an independent measurement of the Hubble constant since they do not have firm absolute calibration but they allow to test the $Lambda$CDM model, and so far no departures from this model were found.
最近在Ia/造父变星超新星的低红移宇宙中进行的协和宇宙学模型($Lambda$ CDM)参数测量,以及在宇宙微波背景(CMB)完成的遥远宇宙中进行的测量,表明哈勃常数的值不同(普朗克的67.4 $pm$ 0.5 km s $^{-1}$ Mpc $^{-1}$与74.03 $pm$ 1.42 km s $^{-1}$ Mpc $^{-1}$, Riess等人。2019)。哈勃恒定的张力意味着要么系统误差被低估了,要么$Lambda$ CDM不能很好地代表观测到的宇宙膨胀。由于类星体-活动星系核-可以在附近的宇宙中观测到红移z $sim$ 7.5,因此它们适用于估计大红移范围内的宇宙学性质。我们的团队基于对宇宙晚期至红移z $sim $ 4.5的类星体的观测,开发了两种方法,目的是确定宇宙的膨胀率。这些方法还不能提供哈勃常数的独立测量,因为它们没有确定的绝对校准,但它们允许测试$Lambda$ CDM模型,到目前为止还没有发现偏离该模型的情况。
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引用次数: 2
H i intensity mapping with MeerKAT: primary beam effects on foreground cleaning MeerKAT的H强度映射:主光束对前景清洗的影响
Pub Date : 2020-11-21 DOI: 10.1093/mnras/stab1688
S. Matshawule, M. Spinelli, Mário G. Santos, Sibonelo Ngobese
Upcoming and future neutral hydrogen Intensity Mapping surveys offer a great opportunity to constrain cosmology in the post-reionization Universe, provided a good accuracy is achieved in the separation between the strong foregrounds and the cosmological signal. Cleaning methods rely on the frequency smoothness of the foregrounds and are often applied under the assumption of a simplistic Gaussian primary beam. In this work, we test the cleaning in the presence of a realistic primary beam model with a non trivial frequency dependence. We focus on the Square Kilometre Array precursor MeerKAT telescope and simulate a single-dish wide area survey. We consider the main foreground components, including an accurate full sky point source catalogue. We find that the coupling between beam sidelobes and the foreground structure can complicate the cleaning. However, when the beam frequency dependence is smooth, we show that the cleaning is only problematic if the far sidelobes are unexpectedly large. Even in that case, a proper reconstruction is possible if the strongest point sources are removed and the cleaning is more aggressive. We then consider a non-trivial frequency dependence: a sinusoidal type feature in the beam width that is present in the MeerKAT beam and is expected in most dishes, including SKA1-MID. Such a feature, coupling with the foreground emission, biases the reconstruction of the signal across frequency, potentially impacting the cosmological analysis. Interestingly, such contamination is present at a lower level even when no point sources are included and the beam is Gaussian, showing that this frequency ripple can be problematic even within the main lobe. We show that this effect is constrained to a narrow region in $k_parallel$ space and can be reduced if the maps are carefully re-smoothed to a common lower resolution.
即将到来的和未来的中性氢强度测绘调查提供了一个很好的机会来约束后再电离宇宙中的宇宙学,前提是在强前景和宇宙信号之间的分离上取得良好的精度。清洗方法依赖于前景的频率平滑性,并且通常在简单高斯主光束的假设下应用。在这项工作中,我们在具有非平凡频率依赖的真实主光束模型存在的情况下测试清洗。我们将重点放在平方公里阵列前体MeerKAT望远镜上,并模拟单碟广域调查。我们考虑了主要的前景成分,包括一个精确的全天空点源目录。我们发现光束旁瓣与前景结构之间的耦合会使清理变得复杂。然而,当波束频率依赖是平滑的,我们表明,只有当远旁瓣出乎意料地大时,清洗才有问题。即使在这种情况下,如果去除最强的点源,并且清洁更积极,则可以进行适当的重建。然后,我们考虑一个非平凡的频率依赖性:在MeerKAT光束中存在的波束宽度的正弦型特征,预计在大多数天线中,包括SKA1-MID。这样的特征与前景发射相结合,使信号的重建在频率上产生偏差,可能影响宇宙学分析。有趣的是,即使不包括点源,并且波束是高斯的,这种污染也存在于较低的水平,这表明即使在主瓣内,这种频率纹波也可能是有问题的。我们表明,这种影响仅限于$k_parallel$空间中的一个狭窄区域,如果仔细地将地图重新平滑到常见的较低分辨率,则可以减少这种影响。
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引用次数: 11
The effect of redshift degeneracy and the damping effect of viscous medium on the information extracted from gravitational wave signals 研究了红移简并和粘性介质的阻尼效应对引力波信号信息提取的影响
Pub Date : 2020-11-18 DOI: 10.1093/mnras/staa3592
Shou-Li Ning, Lixin Xu
Considering the cosmological redshift $z_c$ , the mass of GW source extracted from GW signal is $1+z_c$ times larger than its intrinsic value, and distance between detector and GW source should be regarded as luminosity distance. However, besides cosmological redshift, there are other kinds of redshifts should be considered, which is actually ignored, in the analysis of GW data, such as Doppler redshift and gravitational redshift, so the parameters extracted from GW may deviate from their intrinsic values. Another factor that may affect GW is the viscous medium in propagation path of GW, which may damp the GW with a damping rate of $16{pi}G{eta}$. Some studies indicate dark matter may interact with each other, thus dark matter may be the origin of viscosity of cosmic medium. Then the GW may be rapidly damped by the viscous medium that is made of dark matter, such as dark matter "mini-spike" around intermediate mass black hole. In this article, we mainly discuss how Doppler and gravitational redshift, together with the damping effect of viscous medium, affect the informations, such as the mass and redshift of GW source, extracted from GW signals.
考虑到宇宙学红移$z_c$,从GW信号中提取的GW源质量为其本征值的$1+z_c$的1倍,将探测器与GW源之间的距离作为光度距离。然而,在对GW数据的分析中,除了宇宙学红移之外,还有其他类型的红移需要考虑,但实际上被忽略了,如多普勒红移和引力红移,因此从GW中提取的参数可能会偏离其固有值。影响GW的另一个因素是GW传播路径中的粘性介质,其阻尼率为$16{pi}G{eta}$。一些研究表明暗物质可能相互作用,因此暗物质可能是宇宙介质粘度的起源。然后,GW可能会被由暗物质构成的粘性介质迅速阻尼,例如暗物质在中等质量黑洞周围的“小尖峰”。本文主要讨论了多普勒和引力红移以及粘性介质的阻尼效应如何影响从GW信号中提取的GW源质量和红移等信息。
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引用次数: 0
Phenomenological gravitational phase transition: Reconciliation between the late and early Universe 现象学引力相变:晚期和早期宇宙的调和
Pub Date : 2020-11-16 DOI: 10.1103/physrevd.103.083523
M. Farhang, N. Khosravi
In this work we investigate whether a certain phenomenological extension to the general relativity (GR), in the form of a gravitational phase transition (GPT) in the Universe, can reduce the external $Planck$ tensions with the local Hubble measurements and the distribution of matter, characterized by $sigma_8$, as well as its internal inconsistencies in the lensing amplitude and the low--high $ell$ parameter estimates. We introduce new degrees of freedom into the background and the two scalar perturbation equations in the Newtonian gauge, with simultaneous transitions from an early gravitational phase equivalent to GR toward a late phase. We model the transition as a "tanh" parametrized by the transition redshift $z_{rm t}$ and width $alpha$, with amplitudes $Lambda(z)$ and $(mu(z),gamma(z))$ for the background and perturbations respectively. We verify the consistency of the datasets used in this work in the GPT framework and confirm that the individual tensions do not require conflicting transitions. We find that the joint datasets prefer a recent transition at $z_{rm t}approx 0.9$ in the background and perturbed Einstein equations, driven mainly by the local Hubble measurement. This transition relaxes all the tensions considered in this work.
在这项工作中,我们研究了广义相对论(GR)的某种现象学扩展,以宇宙中的引力相变(GPT)的形式,是否可以通过局部哈勃测量和物质分布(以$sigma_8$为特征)减少外部$Planck$张力,以及透镜振幅和高低$ell$参数估计的内部不一致。我们在背景和牛顿规范中的两个标量微扰方程中引入了新的自由度,同时从等效于GR的早期引力相向后期相转变。我们将过渡建模为一个“tanh”,由过渡红移$z_{rm t}$和宽度$alpha$参数化,背景和扰动的振幅分别为$Lambda(z)$和$(mu(z),gamma(z))$。我们在GPT框架中验证了本工作中使用的数据集的一致性,并确认单个张力不需要冲突的过渡。我们发现,联合数据集更倾向于最近在$z_{rm t}approx 0.9$的背景转变和受干扰的爱因斯坦方程,主要是由局部哈勃测量驱动的。这种过渡缓解了这项工作中所考虑的所有紧张关系。
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引用次数: 9
Kinetic Sunyaev-Zel’dovich tomography with line-intensity mapping 线强度映射的动力学Sunyaev-Zel 'dovich层析成像
Pub Date : 2020-11-16 DOI: 10.1103/PHYSREVD.103.083519
Gabriela Sato-Polito, J. Bernal, K. Boddy, M. Kamionkowski
The kinetic Sunyaev-Zel'dovich (kSZ) effect is a secondary cosmic microwave background (CMB) anisotropy induced by the scattering of CMB photons off intervening electrons. Through cross-correlations with tracers of large-scale structure, the kSZ effect can be used to reconstruct the 3-dimensional radial-velocity field, a technique known as kSZ tomography. We explore the cross-correlation between the CMB and line-intensity fluctuations to retrieve the late-time kSZ signal across a wide redshift range. We focus on the CII emission line, and predict the signal-to-noise ratio of the kSZ tomography signal between redshifts $z=1-5$ for upcoming experiments. We show that while instruments currently under construction may reach a low-significance detection of kSZ tomography, next-generation experiments will achieve greater sensitivity, with a detection significance of $mathcal{O}(10^2-10^3)$. Due to sample-variance cancellation, the cross-correlation between the reconstructed velocity field from kSZ tomography and intensity fluctuations can improve measurements of %the scale-dependent bias contributions from new physics to the power spectrum at large scales. To illustrate this improvement, we consider models of the early Universe that induce primordial local-type non-gaussianity and correlated compensated isocurvature perturbations. We show that with CMB-S4 and an AtLAST-like survey, the uncertainty on $f_{rm NL}$ and $A_{rm CIP}$ can be reduced by a factor of $sim 3$, achieving $sigma(f_{rm NL}) lesssim 1$. We further show that probing both low and high redshifts is crucial to break the degeneracy between the two parameters.
动力学Sunyaev-Zel'dovich (kSZ)效应是宇宙微波背景(CMB)的二次各向异性,是由介入电子对CMB光子的散射引起的。通过与大尺度结构示踪剂的相互关联,kSZ效应可以用来重建三维径向速度场,这种技术被称为kSZ层析成像。我们探索了CMB与线强度波动之间的相互关系,以检索宽红移范围内的晚时间kSZ信号。我们将重点放在CII发射线上,并预测kSZ层析成像信号在红移之间的信噪比$z=1-5$,为接下来的实验做准备。我们表明,虽然目前正在建设的仪器可能达到kSZ层析成像的低显著性检测,但下一代实验将实现更高的灵敏度,检测显著性为$mathcal{O}(10^2-10^3)$。由于样本方差抵消,kSZ层析成像重建的速度场与强度波动之间的相互关系可以改善测量 %the scale-dependent bias contributions from new physics to the power spectrum at large scales. To illustrate this improvement, we consider models of the early Universe that induce primordial local-type non-gaussianity and correlated compensated isocurvature perturbations. We show that with CMB-S4 and an AtLAST-like survey, the uncertainty on $f_{rm NL}$ and $A_{rm CIP}$ can be reduced by a factor of $sim 3$, achieving $sigma(f_{rm NL}) lesssim 1$. We further show that probing both low and high redshifts is crucial to break the degeneracy between the two parameters.
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引用次数: 7
期刊
arXiv: Cosmology and Nongalactic Astrophysics
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