宇宙微波背景辐射 郭宗宽 2014年理论物理大学生夏令营 2014.07.17 引言 • • • • 什么是宇宙? 宇宙学的基本假设 宇宙学的发展历史 宇宙学观测 • 什么是宇宙? 4.5 Gpc 15 Gly 太阳大,地球小,地球绕着太阳跑。地球大,月亮小,月亮绕着地球跑。 • 宇宙学的基本假设 –宇宙学原理(无边,无中心) –爱因斯坦引力理论 –宇宙物质(暗能量+暗物质+重子+光子+中微 子+引力波) 𝐺𝜇𝜈 = 8𝜋𝐺𝑇𝜇𝜈 • 宇宙学的发展历史 1. 大爆炸宇宙学(1920s-1970s) – 宇宙在膨胀(1929) – BBN的预言与观测一致(1998) – CMB的黑体谱(1994) 2. 标准模型(1980s-2000s) – 暴胀+ΛCDM 3. 精确宇宙学(2000s-now) – CMB, LSS(BAO, GC, WL), SNIa – 宇宙学不再是个传说 • 宇宙学观测(电磁波) Radio: VLA, SKA, FAST, LOFAR Cosmic microwave background: COBE, WMAP, Planck Infrared: WISE, Spitzer, WFIRST (mid-2020s) Optical: Hubble (1990 ), 2dFGRS (1997 2002), SDSS (2000 2014), CSTAR (2008 ), Euclid (2017/2018 ), LSST (2022 ) Ultraviolet: GALEX X-ray: Chandra, XMM-Newton Gamma-ray: Fermi LAT (0.02 300 GeV), H.E.S.S. (0.01 10 TeV) 其他窗口 Cosmic ray: PAMELA, Fermi, AMS-02 Gravitational wave background: LIGO, Virgo, Advanced LIGO, Advanced Virgo, AIGO, LISA Cosmic neutrino background 内容 1. 2. 3. 4. 5. 6. 宇宙微波背景(CMB)辐射的形成 CMB的发现和探测实验 CMB的数据分析 CMB各向异性的物理起源 CMB的宇宙学解释 现状与展望 1. CMB的形成 𝑝 + 𝑒− ↔ 𝐻 + 𝛾 𝛾 + 𝑒− ↔ 𝛾 + 𝑒− decoupling during recombination 400 cm−3 now 2. CMB的发现和探测实验 The CMB was first predicted by G. Gamow, R. Alpher and R. Herman in 1948 T~5 K the first discovery of the CMB radiation in 1964-1965 the Nobel Prize in Physics 1978: A.A. Penzias and R.W. Wilson It is interpreted by R. Wilson, B. Burke, R. Dicke and J. Peebles in 1965. COBE (Cosmic Background Explorer) - the first generation CMB experiment, launched on 18 Nov. 1989, 4 years the Nobel Prize in Physics 2006: J.C. Mather and G.F. Smoot Hot big bang J.C. Mather G.F. Smoot (DMR) isotropy the COBE satellite experiments: ① the Far InfraRed Absolute Spectrophotometer (FIRAS) team ② the Differential Microwave Radiometer (DMR) team advantages of satellite experiments: • no atmospheric thermal emission • full-sky map WMAP (Wilkinson Microwave Anisotropy Probe) - the second generation CMB experiment, launched on 30 June 2001, 9 years 141° 23 GHz 33 GHz 41 GHz 61 GHz • free-free emission: electron-ion scattering • synchrotron emission: the acceleration of cosmic ray electrons in magnetic fields • thermal emission from dust 94 GHz • foreground mask • angular power spectrum of CMB • WMAP science team publications a) b) c) d) e) 2003, WMAP1, 14 papers, cited by 6873 records 2007, WMAP3, 5 papers, cited by 5289 records 2009, WMAP5, 8 papers, cited by 3527 records 2011, WMAP7, 6 papers, cited by 3803 records 2012, WMAP9, 2 papers, cited by 303 records We have entered a new era of precision cosmology. Planck - the third generation CMB experiment, launched on 14 May 2009, 30 months, 5 full-sky surveys LFI: 30,44,70 GHz HFI : 100,143,217,353,545,857 GHz • • • • high sensitivity wide frequency full-sky coverage high resolution ~7º,15′,5′ cosmological parameters the temperature angular power spectrum 20 March 2013, 29 papers 1609 citations next generation space-based CMB experiment • NASA: CMBPol • ESA: COrE Other experiments • ground-based experiments ACBAR, CBI, VSA, QUaD, … ACT, ACTPol (2013~) SPT, SPTpol (95,150GHz, 2012~2015), SPT-3G (2016~2019) BICEP1 (2006~2008), BICEP2 (150GHz, 2010~2012), BICEP3 (95GHz, 2016~) POLARBEAR (150GHz, 2012~2013), POLARBEAR-2 (95,150GHz, 2016~) QUBIC (r ~ 0.01, bolometer, interferometer) • balloon-borne experiments BOOMRANG, MAXIMA, … EBEX (150,250,410GHz) SPIDER (94,150GHz, Dec 2014) PIPER (200,270,350,600GHz, 2015) South Pole Telescope (SPT) 10 meter telescope 3 frequencies (95, 150 and 220 GHz) arXiv:1105.3182: SPT+WMAP7+BAO+H0 𝑁eff = 3.86 ± 0.42 arXiv:1212.6267: SPT+WMAP7+BAO+H0 ∑𝑚𝜈 = 0.32 ± 0.11 eV Atacama Cosmology Telescope (ACT) 3 frequencies (148, 218, and 277 GHz) 6 meter telescope 3. CMB的数据分析 time-ordered data time-ordered data full sky map spectrum parameter estimates the temperature anisotropies can be expanded in spherical harmonics ∆𝑇(𝑛) = 𝑇 𝑎𝑙𝑚 = 𝑎𝑙𝑚 𝑌𝑙𝑚 (𝑛) 𝑙𝑚 𝑑𝑛 ∆𝑇(𝑛) ∗ 𝑌𝑙𝑚 (𝑛) 𝑇 ~ 10−5 𝑑𝑡 = 𝑃𝑡𝑖 𝑚𝑖 + 𝑛𝑡 for Gaussian random fluctuations, the statistical properties of the temperature field are determined by the angular power spectrum ∗ 𝑎𝑙𝑚 𝑎𝑙′ 𝑚′ = 𝐶𝑙𝑇𝑇 𝛿𝑙𝑙′ 𝛿𝑚𝑚′ For a full sky, noiseless experiments, 𝐶𝑙𝑇𝑇 1 = 2𝑙 + 1 𝑎𝑙𝑚 2 𝑚 cosmological parameter estimation likelihood function for a full sky: −2 ln ℒ = 𝑙 the sky-cut, MCMC 𝐶𝑙th + 𝒩𝑙 𝐶𝑙 (2𝑙 + 1) ln + −1 th 𝐶𝑙 𝐶𝑙 + 𝒩𝑙 4. CMB各向异性的物理起源 • primary CMB anisotropies (at recombination) inflation model (Alan H. Guth in 1981) 𝛿𝜙 ⟺ 𝛿𝑔𝜇𝜈 ⇔ 𝛿𝑓 ⟺ 𝛿𝑇, 𝑈, 𝑄 • secondary CMB anisotropies (after recombination) ① ② ③ ④ thermal/kinetic Sunyaev-Zel’dovich effect integrated Sachs-Wolf effect reionization weak lensing effect inflation model V (φ) reheating inflation φ for slow-roll inflation, the primordial power spectra of scalar/tensor perturbations: 1 𝐻 𝒫𝑠 𝑘 = 2𝜖 2𝜋 𝐻 𝒫𝑇 𝑘 = 8 2𝜋 2 2 𝑘 𝑎𝐻 𝑘 𝑎𝐻 𝑛𝑠 −1 𝑛𝑇 Phase transition: Old inflation, New inflation Kinetic term: K-inflation, Tachyon inflation, G-inflation Modified gravity: R^2-inflation, Brane-world inflation, Extended inflation Multiple fields: Hybrid inflation (waterfall field), Assisted inflation, N-flation, Matrixinflation, Double inflation, Curvaton-type inflation, Modulated inflation Slow-roll parameter: Large-field inflation, Small-field inflation Example: Chaotic inflation, Power-law inflation, Eternal inflation Interaction: Warm inflation, Trapped inflation Initial condition: Bounce inflation, Cyclic inflation Particle physics: Higgs inflation, Super-natural inflation SUSY: SUSY F-term inflation, SUSY D-term inflation, SUSY P-term inflation, SUGRA inflation String theory: open string inflationary models: D3/𝐷3 brane inflation, Inflection point inflation, DBI inflation,Wilsonline inflation, D3-D7 inflation closed string inflationary models: Racetrack inflation, N-flation, Axion monodromy, Kahler moduli inflation, Fibre inflation, Poly-instanton inflaiton the coupled, linearized Boltzmann, Einstein and fluid equations 𝑓 𝑥, 𝑞, 𝑛, 𝜏 = 𝑓0 (𝑞) 1 + Ψ(𝑥, 𝑞, 𝑛, 𝜏) 𝑔𝑠 1 𝑓0 𝑞 = 3 𝜖(𝑞)/𝑘 𝑇 𝐵 ∓1 ℎ 𝑒 ∆𝑇 𝑑 ln 𝑓0 ∆(𝑥, 𝑛, 𝜏) ≡ =− 𝑇 𝑑 ln 𝑞 −1 Ψ the metric in the synchronous gauge 𝑑𝑠 2 = 𝑎2 𝜏 [−𝑑𝜏 2 + (𝛿𝑖𝑗 + ℎ𝑖𝑗 )𝑑𝑥 𝑖 𝑑𝑥 𝑗 ] ℎ𝑖𝑗 (𝑥, 𝜏) = 1 ℎ𝑖𝑗 = ℎ𝛿𝑖𝑗 + ℎ𝑖𝑗 ∥ + ℎ𝑖𝑗 ⊥ + ℎ𝑖𝑗 𝑇 3 1 3 𝑖𝑘∙𝑥 𝑑 𝑘𝑒 [𝑘𝑖 𝑘𝑗 ℎ 𝑘, 𝜏 + 𝑘𝑖 𝑘𝑗 − 𝛿𝑖𝑗 6𝜂(𝑘, 𝜏)] 3 the Einstein equations ℋ 2 8𝜋 2 = 𝐺𝑎 3 the equations of state 𝜌𝑖 , 𝑖 4𝜋 2 ℋ = − 𝐺𝑎 3 𝑤𝑖 = 𝑃𝑖 /𝜌𝑖 (𝜌𝑖 +3𝑃𝑖 ) 𝑖 the linearized Einstein equations in k-space 𝑘2𝜂 1 − ℋ ℎ = −4𝜋𝐺𝑎2 2 𝑘 2 𝜂 = 4𝜋𝐺𝑎2 𝛿𝜌𝑖 𝑖 (𝜌𝑖 + 𝑃𝑖 )𝜃𝑖 𝑖 ℎ + 2ℋ ℎ − 2𝑘 2 𝜂 = −24𝜋𝐺𝑎2 𝛿𝑃𝑖 𝑖 ℎ + 6𝜂 + 2ℋ(ℎ + 6𝜂) − 2𝑘 2 𝜂 = −24𝜋𝐺𝑎2 (𝜌𝑖 + 𝑃𝑖 )𝜎𝑖 𝑖 the perturbed part of energy-momentum conservation equations for the non-relativistic fluid (baryon, CDM, DE) in k-space ℎ 𝛿𝑃 𝛿𝑖 = − 1 + 𝑤𝑖 𝜃𝑖 + − 3ℋ − 𝑤𝑖 𝛿𝑖 2 𝛿𝜌 𝑤𝑖 𝛿𝑃/𝛿𝜌 2 𝜃𝑖 = −ℋ 1 − 3𝑤𝑖 𝜃𝑖 − 𝜃𝑖 + 𝑘 𝛿 − 𝑘 2 𝜎𝑖 1 + 𝑤𝑖 1 + 𝑤𝑖 CDM: 1 𝛿𝑐 = − ℎ 2 baryon: 1 𝛿𝑏 = −𝜃𝑏 − ℎ 2 𝜃𝑏 = −ℋ𝜃𝑏 + DE: 𝑐𝑠2 𝑘 2 𝛿𝑏 4𝜌𝛾 + 𝑎𝑛𝑒 𝜎𝑇 (𝜃𝛾 − 𝜃𝑏 ) 3𝜌𝑏 the Boltzmann equation in the synchronous gauge for the photon and neutrino components in k-space 𝜕Ψ 𝑞 𝑑 ln 𝑓0 ℎ + 6𝜂 1 𝜕𝑓 2 +𝑖 𝑘∙𝑛 Ψ+ 𝜂− (𝑘 ∙ 𝑛) = 𝜕𝜏 𝜖 𝑑 ln 𝑞 2 𝑓0 𝜕𝜏 for massless particles 𝐹 𝑘, 𝑛, 𝜏 ≡ 𝐶 𝑞 2 𝑑𝑞𝑞𝑓0 (𝑞)Ψ 𝑞 2 𝑑𝑞𝑞𝑓0 F is expanded in a Legendre series ∞ F 𝑘, 𝑛, 𝜏 = −𝑖 𝑙 2𝑙 + 1 𝐹𝑙 (𝑘, 𝜏)𝑃𝑙 (𝑘 ∙ 𝑛) 𝑙=0 using 𝑃0 𝜇 = 1, 𝑃1 𝜇 = 𝜇, 𝑃2 𝜇 = (3𝜇2 − 1)/2, the recursion relation and the orthonormality of the Legendre polynomials we obtain a hierarchy. CMB angular power spectrum for the CMB photon ∆𝑇 𝑑 ln 𝑓0 ∆ 𝑥, 𝑛, 𝜏 ≡ =− 𝑇 𝑑 ln 𝑞 ∆ 𝑥, 𝑛, 𝜏 = −1 𝐹𝛾 Ψ= 4 𝑑3 𝑘𝑒 𝑖𝑘∙𝑥 ∆ 𝑘, 𝑛, 𝜏 ∞ ∆ 𝑘, 𝑛, 𝜏 = −𝑖 𝑙=0 𝑙 2𝑙 + 1 ∆𝑙 (𝑘, 𝜏)𝑃𝑙 (𝑘 ∙ 𝑛) expanded in spherical harmonics ∆ 𝑥0 , 𝑛, 𝜏0 = 𝑑3 𝑘𝑒 𝑖𝑘∙𝑥0 ∆ 𝑘, 𝑛, 𝜏0 ∆ 𝑘, 𝑛, 𝜏0 = 𝑎𝑙𝑚 (𝑘, 𝜏0 )𝑌𝑙𝑚 (𝑛) 𝑙,𝑚 𝑎𝑙𝑚 𝑘, 𝜏0 = 𝑑Ω ∆ 𝑘, 𝑛, 𝜏0 𝑌𝑙𝑚 𝑛 = 4𝜋∆𝑙 (𝑘, 𝜏0 )𝑌𝑙𝑚 𝑘 the angular power spectrum is ∗ 𝑎𝑙𝑚 𝑎𝑙′ 𝑚′ = 𝐶𝑙 𝛿𝑙𝑙′ 𝛿𝑚𝑚′ initial conditions (radiation-dominated, outside the horizon, adiabatic mode, isocurvature mode) ∆𝑙 𝑘, 𝜏 = 𝜓(𝑘)∆𝑙 𝑘, 𝜏 𝜓(𝑘1 )𝜓(𝑘2 ) = 𝒫 𝑘 𝛿(𝑘1 + 𝑘1 ) We obtain the result 𝐶𝑙 = 4𝜋 𝑑𝑘 𝒫 𝑘 |∆𝑙 (𝑘, 𝜏0 )|2 𝑘 features of spectrum large angular scales integrated SZ effect (<10) Sachs-Wolf effect (10~100) intermediate scales acoustic oscillations (100~1000) small scales (>1000) Silk damping: the dissipation of small-scale perturbations caused by photons' random walking out of overdense regions. For full accuracy, the Boltzmann equation must be solved to follow the evolution of the photon distribution function. 5. CMB的宇宙学解释 CMB temperature fluctuations gravity pressure The stronger the contraction, the higher these peaks should be. Acoustic oscillations are frozen in at recombination. CMB polarization A monochromatic electromagnetic wave propagating in the z direction has an electric field vector 𝐸𝑥 = 𝑎𝑥 cos 𝜔𝑡 − 𝜉𝑥 𝐸𝑦 = 𝑎𝑦 cos 𝜔𝑡 − 𝜉𝑦 𝐼 = 𝑎𝑥 2 + 𝑎𝑦 2 𝑄 = 𝑎𝑥 2 − 𝑎𝑦 2 𝑈 = 2𝑎𝑥 𝑎𝑦 cos 𝜉𝑥 − 𝜉𝑦 𝑉 = 2𝑎𝑥 𝑎𝑦 sin 𝜉𝑥 − 𝜉𝑦 scalar mode tensor mode with 𝑟 = 0.22 6. 现状与展望 tension between Planck and astrophysical measurements 𝐻0 , Ω𝑚 , 𝜎8 , 𝑟 anomalies in the WMAP/Planck data − the quadrupole-octopole alignment − power deficit at low-l, − hemispherical asymmetry, − parity asymmetry − the cold spot, … detection of the primordial tensor perturbations BICEP2 (Background Imaging of Cosmic Extragalactic Polarization) experiment — evidence for primordial B-mode is first detected. BICEP1 (2006-2008) BICEP2 (2010-2012) SPT The Dark Sector Lab (DSL) 26 cm aperture 150 GHz 383.7 deg2 2010-2012 4 tiles 8×8 array of detector pairs antenna networks band-defining filters bolometers scan strategy CMB极化数据分析 raw timestreams (2010~2012) Glitches and flux jumps are flagged. map making (T, Q, U) 𝑑 𝑡 = 𝑇 𝑛𝑡 + 𝑄 𝑛𝑡 cos 2𝜓𝑡 + 𝑈 𝑛𝑡 sin 2𝜓𝑡 𝑑± = 1 𝐴 𝑑 ± 𝑑𝐵 , 2 1 𝛼2 𝑑− 𝛼 = 𝑑−𝛽 2 𝛼𝛽 𝛼𝛽 𝛽2 𝑑 + = 𝑇 𝑛𝑡 𝑄(𝑛𝑡 ) 𝑈(𝑛𝑡 ) 𝛼 = cos 2𝜓𝑡𝐴 − cos 2𝜓𝑡𝐵 , 𝛽 = sin(2𝜓𝑡𝐴 ) − sin(2𝜓𝑡𝐵 ) detector transfer function, gain calibration, noise, beam function, polarization leakage, … from maps to power spectra (𝑄 ± 𝑖𝑈)′ 𝑛 = 𝑒 ∓2𝑖𝜓 (𝑄 ± 𝑖𝑈) 𝑛 𝑇 𝑛 = 𝑇 𝑇 𝑎𝑙𝑚 𝑇 𝑎𝑙𝑚 𝑌𝑙𝑚 𝑛 = 𝑑Ω ∗ 𝑌𝑙𝑚 𝑇 𝑛 𝑛 𝑇 𝑙𝑚 𝑄 + 𝑖𝑈 𝑛 = 2 𝑎𝑙𝑚 2𝑌𝑙𝑚 𝑛 2 𝑎𝑙𝑚 = ∗ 𝑑Ω 2𝑌𝑙𝑚 𝑛 𝑄 + 𝑖𝑈 𝑛 −2 𝑎𝑙𝑚 −2 𝑎𝑙𝑚 = ∗ 𝑑Ω −2𝑌𝑙𝑚 𝑛 𝑄 − 𝑖𝑈 𝑛 𝑙𝑚 𝑄 − 𝑖𝑈 𝑛 = −2𝑌𝑙𝑚 𝑛 𝑙𝑚 𝐸 𝑎𝑙𝑚 𝑌𝑙𝑚 𝑛 𝐸 𝑛 = 𝑙𝑚 𝐵 𝑎𝑙𝑚 𝑌𝑙𝑚 𝑛 𝐵 𝑛 = 𝐸 𝑎𝑙𝑚 𝐵 𝑎𝑙𝑚 𝑙𝑚 • rotationally invariant • B has the opposite parity of T and E • scalar modes contribute only to E 1 2 −2 = − 𝑎𝑙𝑚 + 𝑎𝑙𝑚 2 𝑖 2 −2 = 𝑎𝑙𝑚 − 𝑎𝑙𝑚 2 1 𝐶𝑙𝑇𝑇 = 2𝑙 + 1 1 𝐶𝑙𝐸𝐸 = 2𝑙 + 1 1 𝐶𝑙𝐵𝐵 = 2𝑙 + 1 1 𝐶𝑙𝑇𝐸 = 2𝑙 + 1 9 data bandpowers: ∆l=35, 20<l<340 𝑇∗ 𝑇 𝑎𝑙𝑚 𝑎𝑙𝑚 𝒟𝑏𝑇𝑇 𝓓𝑏 = 𝒟𝑏𝑇𝐸 𝒟𝑏𝑇𝐵 𝑚 𝐸∗ 𝐸 𝑎𝑙𝑚 𝑎𝑙𝑚 𝑚 𝐵∗ 𝐵 𝑎𝑙𝑚 𝑎𝑙𝑚 𝒟𝑏𝑇𝐸 𝒟𝑏𝐸𝐸 𝒟𝑏𝐸𝐵 𝒟𝑏𝑇𝐵 𝒟𝑏𝐸𝐵 𝒟𝑏𝐵𝐵 model bandpowers by band window functions 𝑚 𝒟𝑏𝑋𝑌 = 𝑇∗ 𝐸 𝑎𝑙𝑚 𝑎𝑙𝑚 𝑋𝑌 𝑋𝑌 𝑤𝑏,𝑙 𝒟𝑙 𝑙 𝑚 cosmological parameter constraints 𝑋𝑏𝑇𝑇 𝑋𝑏𝐸𝐸 𝑋𝑏𝐵𝐵 𝑋𝑏𝑇𝐸 𝑋𝑏𝐸𝐵 𝑋𝑏𝑇𝐵 direct likelihood −1 𝑋 bandpower likelihood: −2 log ℒ 𝓓𝑏 𝓓𝑏 = 𝑋𝑐 ℳ𝑐𝑐′ 𝑐′ = vecp 𝑓 1/2 𝓓𝑏 𝑓 1/2 U𝑏 𝑔 D𝑏 U𝑏† 𝓓𝑏 −1/2 U𝑏 , D𝑏 = eig 𝓓𝑏 −1/2 𝓓𝑏 𝓓𝑏 𝑔 𝑥 = sign(𝑥 − 1) 2(𝑥 − ln𝑥 − 1) BICEP2数据 “BICEP2 2014 I: Detection of B-mode Polarization at Degree Angular Scales”, arXiv:1403.3985, cited by 453 records “BICEP2 2014 II: Experiment and Three-year Data Set”, arXiv:1403.4302 reionization bump recombination bump Step 1: is the data reliable? ① some unknown sources of systematic error − foreground contribution, at least three frequencies (150 GHz) − leakage ② data analysis pipeline (self-calibration) ③ likelihood method “至于你信不信,我反正信了。” 353GHz, Q Planck Collaboration, arXiv:1405.0871. 353GHz, U Step 2: primordial gravitational wave? ① ② ③ ④ ⑤ to confirm that the signal is statistically isotropic cosmic string Faraday rotation cosmic birefringence reionization Step 3: a tension with the Planck result 𝑟 < 0.11 2𝜎 ① ② ③ ④ ⑤ ⑥ a large negative running of scalar spectral index step potential fast-slow-roll inflation non-Bunch-Davis vacuum, false vacuum, trans-Planck anti-correlated tensor-curvature anti-correlated iso-curvature Step 4: what is the inflation field? ① Higgs field? {𝑛𝑠 , 𝑟, 𝑁} ② for slow-roll inflation, the energy scale of inflation is 𝑉 1/4 ~2.25 × 1016 GeV 𝑟/0.2 1/4 ③ challenge for slow-roll inflation with a large negative running {𝑛𝑠 , 𝛼𝑠 , 𝑟, 𝑁} Step 5: if confirmed by Planck, the tensor spectral index ① scale-invariant tensor spectrum (𝑛 𝑇 = 0) ② the standard consistency relation? (𝑛 𝑇 = −𝑟/8) ③ blue spectrum? (𝑛 𝑇 > 0) string gas cosmology bounce inflation super-inflation before slow-roll inflation 𝑑 ln 𝒫(𝑘) 𝑑 ln 𝑘 method: ln 𝑘𝑚𝑖𝑛 ln 𝒫(𝑘) = 𝑑 ln 𝒫(𝑘) 𝑑 ln 𝑘 𝑘 𝑘𝑚𝑖𝑛 + ln 𝒫(𝑘𝑚𝑖𝑛 ) , 𝑘 < 𝑘𝑚𝑖𝑛 𝑘 ∈ {𝑘𝑖 } ln 𝒫 𝑘𝑖 , 𝑘𝑖 < 𝑘 < 𝑘𝑖+1 cubic spline, 𝑘 ln + ln 𝒫(𝑘𝑚𝑎𝑥 ) , 𝑘 > 𝑘𝑚𝑎𝑥 𝑘𝑚𝑎𝑥 𝑘𝑚𝑎𝑥 ZK Guo, D.J. Schwarz, YZ Zhang, JCAP 08 (2011) 031; ZK Guo, YZ Zhang, JCAP 11 (2011) 032; ZK Guo, YZ Zhang, PRD 85 (2012) 103519. Planck+WP+BICEP2 Planck+WP+BICEP2 B Hu, JW Hu, ZK Guo, RG Cai, arXiv:1404.3690. 谢谢!