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Peculiar velocity estimation from kinetic SZ effect using deep neural networks 基于深度神经网络的动力学SZ效应奇异速度估计
Pub Date : 2020-10-08 DOI: 10.1093/mnras/stab1715
Yuyu Wang, Nesar Ramachandra, Edgar M. Salazar-Canizales, H. Feldman, R. Watkins, K. Dolag
The Sunyaev-Zel'dolvich (SZ) effect is expected to be instrumental in measuring velocities of distant clusters in near future telescope surveys. We simplify the calculation of peculiar velocities of galaxy clusters using deep learning frameworks trained on numerical simulations to avoid the estimation of the optical depth. The image of distorted photon backgrounds are generated for idealized observations using one of the largest cosmological hydrodynamical simulations, the Magneticum simulations. The model is tested to be capable peculiar velocities from future kinetic SZ observations under different noise conditions. The deep learning algorithm displays robustness in estimating peculiar velocities from kinetic SZ effect by an improvement in accuracy of about 17% compared to the analytical approach.
Sunyaev-Zel'dolvich (SZ)效应有望在不久的将来的望远镜调查中用于测量遥远星团的速度。我们利用数值模拟训练的深度学习框架简化了星系团奇特速度的计算,避免了光学深度的估计。畸变光子背景的图像是使用最大的宇宙流体动力学模拟之一的magticum模拟为理想化的观测生成的。在不同的噪声条件下,该模型能够从未来的动力学SZ观测中得到特殊的速度。与分析方法相比,深度学习算法在估计动能SZ效应的特殊速度方面表现出鲁棒性,精度提高了约17%。
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引用次数: 0
Accounting for object detection bias in weak gravitational lensing studies 弱引力透镜研究中物体探测偏差的解释
Pub Date : 2020-10-08 DOI: 10.1051/0004-6361/202038998
H. Hoekstra, A. Kannawadi, T. Kitching
Weak lensing by large-scale structure is a powerful probe of cosmology if the apparent alignments in the shapes of distant galaxies can be accurately measured. Most studies have therefore focused on improving the fidelity of the shape measurements themselves, but the preceding step of object detection has been largely ignored. In this paper we study the impact of object detection for a Euclid-like survey and show that it leads to biases that exceed requirements for the next generation of cosmic shear surveys. In realistic scenarios, blending of galaxies is an important source of detection bias. We find that MetaDetection is able to account for blending, leading to average multiplicative biases that meet requirements for Stage IV surveys, provided a sufficiently accurate model for the point spread function is available. Further work is needed to estimate the performance for actual surveys. Combined with sufficiently realistic image simulations, this provides a viable way forward towards accurate shear estimates for Stage IV surveys.
如果能够精确测量遥远星系形状的表观排列,大尺度结构的弱透镜效应将是一个强有力的宇宙学探测。因此,大多数研究都集中在提高形状测量本身的保真度上,但在很大程度上忽略了前面的目标检测步骤。在本文中,我们研究了物体检测对欧几里得调查的影响,并表明它导致的偏差超过了下一代宇宙剪切调查的要求。在现实情况下,星系的混合是探测偏差的重要来源。我们发现MetaDetection能够解释混合,导致满足第四阶段调查要求的平均乘法偏差,提供了一个足够准确的点扩展函数模型。需要进一步的工作来估计实际调查的效果。结合足够逼真的图像模拟,这为第四阶段测量的准确剪切估计提供了可行的方法。
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引用次数: 5
Primordial black holes and gravitational waves from resonant amplification during inflation 原始黑洞和膨胀期间共振放大产生的引力波
Pub Date : 2020-10-07 DOI: 10.1103/physrevd.102.103527
Zihan Zhou, Jie Jiang, Yi-Fu Cai, M. Sasaki, Shi Pi
We present a new realization of the resonant production of primordial black holes as well as gravitational waves in a two-stage inflation model consisting of a scalar field phi with an axion-monodromy-like periodic structure in the potential that governs the first stage and another field chi with a hilltop-like potential that dominates the second stage. The parametric resonance seeded by the periodic structure at the first stage amplifies the perturbations of both fields inside the Hubble radius. While the evolution of the background trajectory experiences a turn as the oscillatory barrier height increases, the amplified perturbations of chi remain as they are and contribute to the final curvature perturbation. It turns out that the primordial power spectrum displays a significant resonant peak on small scales, which can lead to an abundant production of primordial black holes. Furthermore, gravitational waves are also generated from the resonantly enhanced field perturbations during inflation, the amplitude of which may be constrained by future gravitational wave interferometers.
我们提出了一个两阶段暴胀模型中原初黑洞和引力波共振产生的新实现,该模型由一个标量场phi和另一个场chi组成,前者具有控制第一阶段的轴子单态周期结构,后者具有控制第二阶段的山顶势。由周期结构在第一阶段播下的参数共振放大了哈勃半径内两个场的扰动。当背景轨迹的演变随着振荡势垒高度的增加而发生转折时,chi的放大扰动保持不变,并有助于最终的曲率扰动。事实证明,原始功率谱在小尺度上显示出一个显著的共振峰,这可能导致原始黑洞的大量产生。此外,引力波也由膨胀过程中共振增强的场扰动产生,其振幅可能受到未来引力波干涉仪的限制。
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引用次数: 51
Self-calibration of weak lensing systematic effects using combined two- and three-point statistics 结合两点和三点统计的弱透镜系统效应自校正
Pub Date : 2020-10-01 DOI: 10.1093/MNRAS/STAB413
Susan Pyne, B. Joachimi
We investigate the prospects for using the weak lensing bispectrum alongside the power spectrum to control systematic uncertainties in a Euclid-like survey. Three systematic effects are considered: the intrinsic alignment of galaxies, uncertainties in the means of tomographic redshift distributions, and multiplicative bias in the measurement of the shear signal. We find that the bispectrum is very effective in mitigating these systematic errors. Varying all three systematics simultaneously, a joint power spectrum and bispectrum analysis reduces the area of credible regions for the cosmological parameters $Omega_mathrm{m}$ and $sigma_8$ by a factor of 90 and for the two parameters of a time-varying dark energy equation of state by a factor of almost 20, compared with the baseline approach of using the power spectrum alone and of imposing priors consistent with the accuracy requirements specified for Euclid. We also demonstrate that including the bispectrum self-calibrates all three systematic effects to the stringent levels required by the forthcoming generation of weak lensing surveys, thereby reducing the need for external calibration data.
我们研究了在类欧几里得测量中使用弱透镜双谱和功率谱来控制系统不确定性的前景。考虑了三个系统效应:星系的本征排列,层析红移分布方法的不确定性,以及剪切信号测量中的乘法偏差。我们发现双谱在减轻这些系统误差方面是非常有效的。同时改变所有三个系统,联合功率谱和双谱分析将宇宙学参数$Omega_mathrm{m}$和$sigma_8$的可信区域面积减少了90倍,对时变暗能量状态方程的两个参数的可信区域面积减少了近20倍,与单独使用功率谱和施加符合欧几里得规定的精度要求的先验的基线方法相比。我们还证明,包括双谱自校准所有三种系统效应,以达到即将到来的弱透镜调查所需的严格水平,从而减少了对外部校准数据的需求。
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引用次数: 7
Matter power spectrum emulator for f(R) modified gravity cosmologies f(R)修正重力宇宙学的物质功率谱模拟器
Pub Date : 2020-10-01 DOI: 10.1103/PhysRevD.103.123525
Nesar Ramachandra, Georgios Valogiannis, M. Ishak, K. Heitmann
Testing a subset of viable cosmological models beyond General Relativity (GR), with implications for cosmic acceleration and the Dark Energy associated with it, is within the reach of Rubin Observatory Legacy Survey of Space and Time (LSST) and a part of its endeavor. Deviations from GR-w(z)CDM models can manifest in the growth rate of structure and lensing, as well as in screening effects on non-linear scales. We explore the constraining power of small-scale deviations predicted by the f(R) Hu-Sawicki Modified Gravity (MG) candidate, by emulating this model with COLA (COmoving Lagrangian Acceleration) simulations. We present the experimental design, data generation, and interpolation schemes in cosmological parameters and across redshifts for the emulation of the boost in the power spectra due to Modified Gravity effects. Three preliminary applications of the emulator highlight the sensitivity to cosmological parameters, Fisher forecasting and Markov Chain Monte Carlo inference for a fiducial cosmology. This emulator will play an important role for future cosmological analysis handling the formidable amount of data expected from Rubin Observatory LSST.
测试超出广义相对论(GR)的可行宇宙学模型子集,以及与之相关的宇宙加速和暗能量的含义,是鲁宾天文台时空遗产调查(LSST)的范围内,也是其努力的一部分。与GR-w(z)CDM模型的偏差可以表现在结构和透镜的生长速度,以及非线性尺度上的筛选效应。我们通过对f(R) Hu-Sawicki修正重力(MG)候选模型进行COLA (commoving Lagrangian Acceleration)模拟,探讨了该模型预测的小尺度偏差的约束能力。我们提出了宇宙参数和跨红移的实验设计、数据生成和插值方案,用于模拟修正重力效应引起的功率谱中的升压。仿真器的三个初步应用突出了对宇宙学参数的敏感性,Fisher预测和马尔科夫链蒙特卡罗推理的基准宇宙学。这个模拟器将在未来的宇宙学分析中发挥重要作用,处理鲁宾天文台LSST预期的大量数据。
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引用次数: 14
Very Large Array observations of the mini-halo and AGN feedback in the Phoenix cluster 菲尼克斯星团中微晕和AGN反馈的甚大阵列观测
Pub Date : 2020-09-28 DOI: 10.1051/0004-6361/202039075
R. Timmerman, R. Weeren, M. Mcdonald, A. Ignesti, B. McNamara, J. Hlavacek-Larrondo, H. Röttgering
(Abridged) The relaxed cool-core Phoenix cluster (SPT-CL J2344-4243) features an extremely strong cooling flow, as well as a mini-halo. Strong star-formation in the brightest cluster galaxy indicates that AGN feedback has been unable to inhibit this cooling flow. We have studied the strong cooling flow in the Phoenix cluster by determining the radio properties of the AGN and its lobes. In addition, we use spatially resolved observations to investigate the origin of the mini-halo. We present new Very Large Array 1-12 GHz observations of the Phoenix cluster which resolve the AGN and its lobes in all four frequency bands, and resolve the mini-halo in L- and S-band. Using our L-band observations, we measure the total flux density of the radio lobes at 1.5 GHz to be $7.6pm0.8$ mJy, and the flux density of the mini-halo to be $8.5pm0.9$ mJy. Using L- and X-band images, we produce the first spectral index maps of the lobes from the AGN and measure the spectral indices of the northern and southern lobes to be $-1.35pm0.07$ and $-1.30pm0.12$, respectively. Similarly, using L- and S-band data, we map the spectral index of the mini-halo, and obtain an integrated spectral index of $alpha=-0.95 pm 0.10$. We find that the mini-halo is most likely formed by turbulent re-acceleration powered by sloshing in the cool core due to a recent merger. In addition, we find that the feedback in the Phoenix cluster is consistent with the picture that stronger cooling flows are to be expected for massive clusters like the Phoenix cluster, as these may feature an underweight supermassive black hole due to their merging history. Strong time variability of the AGN on Myr-timescales may help explain the disconnection between the radio and the X-ray properties of the system. Finally, a small amount of jet precession likely contributes to the relatively low ICM re-heating efficiency of the mechanical feedback.
(节选)轻松冷核凤凰星团(SPT-CL J2344-4243)具有极强的冷却流,以及一个迷你光晕。在最亮的星团星系中强烈的恒星形成表明AGN反馈无法抑制这种冷却流。我们通过测定AGN及其叶的射电特性,研究了凤凰星系团中的强冷却流。此外,我们使用空间分辨观测来研究微晕的起源。我们提出了新的超大阵列1-12 GHz凤凰星团的观测结果,该观测结果在所有四个频段上都分辨出了AGN及其瓣,并在L和s波段上分辨出了小晕。利用我们的l波段观测,我们测量到1.5 GHz射电瓣的总通量密度为7.6pm0.8$ mJy,而迷你晕的通量密度为8.5pm0.9$ mJy。利用L波段和x波段图像,我们从AGN获得了第一个叶的光谱指数图,并测量了南北叶的光谱指数分别为$-1.35pm0.07$和$-1.30pm0.12$。同样,利用L波段和s波段数据,我们绘制了微晕的光谱指数,得到了积分光谱指数$alpha=-0.95 pm 0.10$。我们发现这个小光晕很可能是由最近合并后的冷核晃动引起的湍流再加速形成的。此外,我们发现凤凰星团的反馈与凤凰星团这样的大质量星团预计会有更强的冷却流的情况是一致的,因为这些星团可能有一个重量过轻的超大质量黑洞,这是由于它们的合并历史。AGN在myr时间尺度上的强时间变异性可能有助于解释该系统的射电和x射线特性之间的脱节。最后,少量的射流进动可能导致机械反馈的ICM再加热效率相对较低。
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引用次数: 2
Constraints on primordial black holes and curvature perturbations from the global 21-cm signal 原始黑洞的约束和来自全球21厘米信号的曲率扰动
Pub Date : 2020-09-24 DOI: 10.1103/physrevd.102.083538
Yupeng Yang
The recent observations of the global 21cm signal by EDGES and gravitational waves by LIGO/VIGO have revived interest in PBHs. Different from previous works, we investigate the influence of PBHs on the evolution of the IGM for the mass range $6times 10^{13} {rm g} lesssim M_{rm PBH}lesssim 3times 10^{14} rm g$. Since the lifetime of these PBHs is smaller than the present age of the Universe, they have evaporated by the present day. Due to Hawking radiation, the heating effects of PBHs on the IGM can suppress the absorption amplitude of the global 21cm signal. In this work, by requiring that the differential brightness temperature of the global 21cm signals in the redshift range of $10lesssim z lesssim 30$, e.g., $delta T_{b} lesssim -100~rm mK$, we obtain upper limits on the initial mass fraction of PBHs. We find that the strongest upper limit is $beta_{rm PBH} sim 2times 10^{-30}$. Since the formation of PBHs is related to primordial curvature perturbations, by using the constraints on the initial mass fraction of PBHs we obtain the upper limits on the power spectrum of primordial curvature perturbations for the scale range $8.0times 10^{15}lesssim k lesssim 1.8times 10^{16}~rm Mpc^{-1}$, corresponding to the mass range considered here. We find that the strongest upper limit is $mathcal P_{mathcal R}(k) sim 0.0046$. By comparing with previous works, we find that for the mass range (or the scale range) investigated in this work the global 21cm signals or the 21cm power spectrum should give the strongest upper limits on the initial mass fraction of PBHs and on the power spectrum of primordial curvature perturbations.
最近EDGES对全球21cm信号的观测和LIGO/VIGO对引力波的观测重新唤起了人们对pbh的兴趣。与以往的工作不同,我们研究了pbh对质量范围$6times 10^{13} {rm g} lesssim M_{rm PBH}lesssim 3times 10^{14} rm g$的IGM演化的影响。由于这些pbh的寿命比宇宙现在的年龄要短,它们在今天已经蒸发了。由于霍金辐射,pbh对IGM的加热效应可以抑制全球21cm信号的吸收幅度。在这项工作中,我们要求全球21cm信号在$10lesssim z lesssim 30$(例如$delta T_{b} lesssim -100~rm mK$)红移范围内的亮温差,从而获得了PBHs初始质量分数的上限。我们发现最强上限为$beta_{rm PBH} sim 2times 10^{-30}$。由于pbh的形成与原始曲率扰动有关,通过对pbh初始质量分数的约束,我们获得了原始曲率扰动在$8.0times 10^{15}lesssim k lesssim 1.8times 10^{16}~rm Mpc^{-1}$尺度范围内的功率谱上限,对应于本文考虑的质量范围。我们发现最强上限为$mathcal P_{mathcal R}(k) sim 0.0046$。通过与以往的研究比较,我们发现对于本文研究的质量范围(或尺度范围),全球21cm信号或21cm功率谱应该给出PBHs的初始质量分数和原始曲率摄动的功率谱的最强上限。
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引用次数: 10
The value of the Hubble–Lemaître constant queried by Type Ia supernovae: a journey from the Calán-Tololo Project to the Carnegie Supernova Program Ia型超新星查询的哈勃- lema<e:1>常数的值:从Calán-Tololo项目到卡内基超新星计划的旅程
Pub Date : 2020-09-22 DOI: 10.1093/mnras/staa3350
M. Hamuy, R. Cartier, C. Contreras, N. Suntzeff
We assess the robustness of the two highest rungs of the "cosmic distance ladder" for Type Ia supernovae and the determination of the Hubble-Lemaitre constant. In this analysis, we hold fixed Rung 1 as the distance to the LMC determined to 1 % using Detached Eclipsing Binary stars. For Rung 2 we analyze two methods, the TRGB and Cepheid distances for the luminosity calibration of Type Ia supernovae in nearby galaxies. For Rung 3 we analyze various modern digital supernova samples in the Hubble flow, such as the Calan-Tololo, CfA, CSP, and Supercal datasets. This metadata analysis demonstrates that the TRGB calibration yields smaller $H_0$ values than the Cepheid calibration, a direct consequence of the systematic difference in the distance moduli calibrated from these two methods. Selecting the three most independent possible methodologies/bandpasses ($B$, $V$, $J$), we obtain $H_{0}=69.9 pm 0.8$ and $H_{0} =73.5 pm 0.7$ km s$^{-1}$ Mpc$^{-1}$ from the TRGB and Cepheid calibrations, respectively. Adding in quadrature the systematic uncertainty in the TRGB and Cepheid methods of 1.1 and 1.0 km s$^{-1}$ Mpc$^{-1}$, respectively, this subset reveals a significant 2.0 $sigma$ systematic difference in the calibration of Rung 2. If Rung 1 and Rung 2 are held fixed, the different formalisms developed for standardizing the supernova peak magnitudes yield consistent results, with a standard deviation of 1.5 km s$^{-1}$ Mpc$^{-1}$, that is, Type Ia supernovae are able to anchor Rung 3 with 2 % precision. This study demonstrates that Type Ia supernovae have provided a remarkably robust calibration of R3 for over 25 years.
我们评估了Ia型超新星的“宇宙距离阶梯”的两个最高梯级的稳健性和哈勃-勒梅特常数的确定。在这个分析中,我们将固定的1级作为与LMC的距离,用分离的食双星确定为1%。在第2章中,我们分析了两种方法,即TRGB和造父变星距离,用于附近星系中Ia型超新星的光度校准。对于第3级,我们分析了哈勃流中的各种现代数字超新星样本,如Calan-Tololo, CfA, CSP和Supercal数据集。元数据分析表明,TRGB校准产生的$H_0$值小于造父变星校准,这是两种方法校准的距离模量系统差异的直接结果。选择三种最独立的可能方法/带通($B$, $V$, $J$),我们分别从TRGB和造父变星校准得到$H_{0}=69.9 pm 0.8$和$H_{0}= 73.5 pm 0.7$ km s$^{-1}$ Mpc$^{-1}$。加上TRGB和造父变星方法的系统不确定度分别为1.1和1.0 km s$^{-1}$ Mpc$^{-1}$的正交,该子集在第2阶的校准中显示出显著的2.0 $sigma$的系统差异。如果1级和2级保持固定,为标准化超新星峰值星等而开发的不同形式产生一致的结果,标准偏差为1.5 km s$^{-1}$ Mpc$^{-1}$,即Ia型超新星能够以2%的精度锚定3级。这项研究表明,Ia型超新星在超过25年的时间里为R3提供了非常强大的校准。
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引用次数: 5
Early dark energy is not excluded by current large-scale structure data 目前的大尺度结构数据并未排除早期暗能量
Pub Date : 2020-09-22 DOI: 10.1103/PhysRevD.103.123542
Tristan L. Smith, V. Poulin, J. Bernal, K. Boddy, M. Kamionkowski, R. Murgia
We revisit the impact of early dark energy (EDE) on galaxy clustering using BOSS galaxy power spectra, analyzed using the effective field theory (EFT) of large-scale structure (LSS), and anisotropies of the cosmic microwave background (CMB) from Planck. Recent studies found that these data place stringent constraints on the maximum abundance of EDE allowed in the Universe. We argue here that their conclusions are a consequence of their choice of priors on the EDE parameter space, rather than any disagreement between the data and the model. For example, when considering EFT-LSS, CMB, and high-redshift supernovae data we find the EDE and $Lambda$CDM models can provide statistically indistinguishable fits ($Delta chi^2 = 0.12$) with a relatively large value for the maximum fraction of energy density in the EDE ($f_{rm ede} = 0.09$) and Hubble constant ($H_0 = 71$ km/s/Mpc) in the EDE model. Moreover, we demonstrate that the constraining power added from the inclusion of EFT-LSS traces to the potential tension between the power-spectrum amplitudes $A_s$ derived from BOSS and from Planck that arises even within the context of $Lambda$CDM. Until this is better understood, caution should be used when interpreting EFT-BOSS+Planck constraints to models beyond $Lambda$CDM. These findings suggest that EDE still provides a potential resolution to the Hubble tension and that it is worthwhile to test the predictions of EDE with future data-sets and further study its theoretical possibilities.
我们利用大尺度结构(LSS)的有效场论(EFT)和普朗克宇宙微波背景(CMB)的各向异性分析BOSS星系功率谱,重新审视了早期暗能量(EDE)对星系聚集的影响。最近的研究发现,这些数据对宇宙中允许的EDE的最大丰度施加了严格的限制。我们在这里认为,他们的结论是他们在EDE参数空间上选择先验的结果,而不是数据和模型之间的任何分歧。例如,当考虑EFT-LSS, CMB和高红移超新星数据时,我们发现EDE和$Lambda$ CDM模型可以提供统计上难以区分的拟合($Delta chi^2 = 0.12$), EDE模型中最大能量密度分数($f_{rm ede} = 0.09$)和哈勃常数($H_0 = 71$ km/s/Mpc)的值相对较大。此外,我们证明了包含EFT-LSS所增加的约束功率可以追溯到来自BOSS和来自普朗克的功率谱振幅$A_s$之间的潜在张力,即使在$Lambda$ CDM的背景下也会出现这种张力。在这一点得到更好的理解之前,在将EFT-BOSS+普朗克约束解释到$Lambda$ CDM之外的模型时应谨慎使用。这些发现表明,EDE仍然为哈勃张力提供了一个潜在的解决方案,并且值得用未来的数据集测试EDE的预测,并进一步研究其理论可能性。
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引用次数: 73
Imprints of axion superradiance in the CMB CMB中轴子超辐射的印记
Pub Date : 2020-09-21 DOI: 10.1103/physrevd.102.103018
D. Blas, S. Witte
Light axions ($m_a lesssim 10^{-10}$ eV) can form dense clouds around rapidly rotating astrophysical black holes via a mechanism known as rotational superradiance. The coupling between axions and photons induces a parametric resonance, arising from the stimulated decay of the axion cloud, which can rapidly convert regions of large axion number densities into an enormous flux of low-energy photons. In this work we consider the phenomenological implications of a superradiant axion cloud undergoing resonant decay. We show that the low energy photons produced from such events will be absorbed over cosmologically short distances, potentially inducing massive shockwaves that heat and ionize the IGM over Mpc scales. These shockwaves may leave observable imprints in the form of anisotropic spectral distortions or inhomogeneous features in the optical depth.
光轴子($m_a lesssim 10^{-10}$ eV)可以通过一种称为旋转超辐射的机制在快速旋转的天体物理黑洞周围形成致密的云。轴子和光子之间的耦合引起了参数共振,这是由轴子云的受激衰变引起的,它可以迅速地将大轴子数密度的区域转化为巨大的低能光子通量。在这项工作中,我们考虑了经历共振衰变的超辐射轴子云的现象学含义。我们表明,这些事件产生的低能光子将在宇宙短距离内被吸收,可能会产生巨大的冲击波,在Mpc尺度上加热和电离IGM。这些冲击波可能以各向异性光谱畸变或光学深度不均匀特征的形式留下可观察到的印记。
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引用次数: 11
期刊
arXiv: Cosmology and Nongalactic Astrophysics
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