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The 21cm probe of Cosmology Xuelei Chen National Astronomical Observatories Chinese Academy of Sciences TeVPA 2019 University of Sydney, 2019.12.03

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Page 1: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

The 21cm probe of Cosmology

Xuelei ChenNational Astronomical Observatories

Chinese Academy of Sciences

TeVPA 2019

University of Sydney, 2019.12.03

Page 2: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

What is the 21cm line

Redshifted to 21(1+z) cm

ground state hydrogen atom

observe w.r.t. radio background:

spin temperature

post-reionization

dark ages

reionization

cosmic dawn

Page 3: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Why 21cm observation

Ubiquitous: 76% of baryons A different perspective

The observable Universe in

comoving scale

Tully-Fisher mass relation

Q. Guo et al.(2019), Nature Astronomy

area ∝ volume

Page 4: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Modes of 21cm Observation

21cm tomography 21cm forest 21cm global

spectrum

125.5 126 126.5 127 127.5 128 128.5 1290

0.002

0.004

0.006

0.008

0.01

0.012

0.014

obs

(

ob

s)

The optical depth of a line passing along X direction

z=10.1592Y=227, Z=473HI galaxies Intensity Mapping

Page 5: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Foreground

V. Jelic et al. (2010)

raw signal to noise ration (SNR) ~ 10-5

smooth foreground

foreground+21cm

X. Wang et al. (2006)

In principle, smooth foreground

can be subtracted

Page 6: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Cosmic Dark AgesLoeb & Zaldarriaga 2004

Barkana & Loeb 2005

But:

• The signal is redshifted to very

low frequencies, ionosphere

absorption—may need to

observe from the farside of the

moon

• Very strong galactic foreground,

need extremely large array to

achieve enough sensitivity

• First Step: global signal (DSL,

DAPPER)

Page 7: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Cosmic Dawn signal—Absorption

(XC& J. Miralda-Escude 2003, 2008)

Reionization signal--Emission

Figure by K. Ahn et al.

halo around first star

Cosmic Dawn

Cohen et al. 2017Cohen et al. 2017

Page 8: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Model of ReionizationIliev et al (2006)

Bubble Model (Furlanetto, Hernquist,

Zaldarriaga 2004):

#photon needed = #photon produced

#photon needed = nB V (1+nrec)

#photon produced = ξ nB V fcoll

bubble size

Page 9: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Late Stage of EoR

• Overlapping bubbles—no longer isolated!

• neutral islands: large low density regions (voids) (Y. Xu et al. 2014, 2017)

• ionization equation: #photons= local produced + backgroud

Semi-Numerical Model IslandFAST

Page 10: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Stages of ReionizationBased on Minkowski functionals (Chen et al. 2018)

• Ionized Bubble Stage (xHI > 0.9)

• Ionized Fiber Stage (0.9 >xHI > 0.7)

• Sponge Stage (0.7 >xHI > 0.3)

• Neutral Fiber (0.3>xHI > 0.16)

• Neutral Island Stage (xHI < 0.16)

Broadly Consistent with Furlanetto &

Oh (2016), Yoshiura et al. (2016), Bag

et al. (2018)

volume

area

mean curvature

Eular characteristic

Page 11: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

blue: largest ionized region

red: other ionized region

transparent: neutral

from bubble to fiber

from ionized

fiber to sponge

Reionization

blue: largest neutral region

red: other neutral regions

transparent: ionized

neutral fiber

neutral island

Page 12: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Power spectrum and Bias

The density and neutral fraction anti-correlated on large scales

W. Xu et al. (2019)

neutral fraction cross power 21cm cross power

Page 13: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

The Reality:

Mode Mixing foregroundsData = Instrument Response ✪ Sky + Noise

• The Instrument Response is frequency dependent (chromatic beam)

• The Instrument Response is not smooth (sidelobe, standing wave, ...)

• Instrument Response only known up to the precision of calibration

(polarization leakage and cross-coupling between array elements, Faraday

rotation of the polarization, ...)

Nevertheless, people hope to detect the cosmological 21cm

signal!

Page 14: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Foreground SubtractionData covariance matrix:

PCA analysis:

eigenvalues

eigenvectors

Example: GBT (Masui et al. 2013)

Other foreground subtraction methods developed,

e.g. ICA (L. Wolz), RPCA (Zuo et al.)

Page 15: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Power Spectra compensation

cross correlation with WiggleZ

(Masui et al 2013)auto correlation (Switzer et

al. 2013)

Page 16: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

EoR tomography Experiments

LOFAR

MWA

21CMA

PAPER

Page 17: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

EoR 21cm experiments

HERA: 350 x 14m dish, measure

the 3D 21cm power spectrum.

Regular grid, redundant baseline

calibration

SKA-low: 512 x 256 dipole,

randomized uv coverage,

imaging EoR region

Page 18: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

EoR power spectrum

Beardsley et al. arxiv:1910.02895

N. Barry et al. arxiv:1909.00561

Page 19: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Global Spectrum Experiments

BIGHORNSCI-HI/PRIZM

SARAS-2 LEDA

EDGES

DSL

Page 20: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

How to achieve Precision Calibration

• Internal Calibration

• sky calibration: galaxy up down

Page 21: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

EDGES-low result

Page 22: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Interpretation of the Result

• foreground contamination (Hills et al. 2018)

• unknown systematics: e.g. underground water reflection, ionosphere

• colder baryons (cooled by interacting dark matter, (TS < 3.2 K))

• extra-radio background (TR > 104 K)

The absorption observed by EDGES is much stronger than

typical model, even stronger than maximum case!

Page 23: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Excess Radio Background

• Maybe in the cosmic dawn, in addition to CMB,

there is a radio background generated by early

sources AGN, pop star, ... (Ewall-Wice et al. 2018)

• Must be very radio loud (Mirocha & Furlanetto

2018) but at high-z, inverse-Compton stronger,

the main radio mechanism-synchrotron likely to

be comparatively weaker (Sharma 2018)

• Constrained by reionization redshift, radio and

X-ray source count, ...

• If global signal enhanced, fluctuation signal is

also strong

Haslam 408MHz

Roger 22MHzMaeda 45MHz

Reich 1.42GHz

ARCADE-2

Page 24: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Dark Matter Cooling

Barkana 2018

• DM is cooler than baryon as it decoupled

earlier, but need baryon-DM interaction,

temperature (energy) dependent, e.g. Coloumb

interaction

• Severely constrained by various experiments

Berlin et al. 2018

Page 25: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Other Ideas• Baryonic Universe + MOND (S. McGaugh)

• Early baryon decoupling (so it is colder) by an early dark energy

(Hill & Haxter)

• Modify early Hubble parameter by Interacting dark energy (A.

Costa et al.)

• Dark photon mixing (M. Pospelov et al.)

• axion Bose-Einstein condensation cooling (Houston et al. 2018)

• Dark matter decay to radio (Fraser et al.)

• Dark matter annihilation to radio (Yang)

• Dark force (Li & Cai)

。。。。。。

Page 26: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Space Experiment

ionosphere refraction and

absorption also affects

global spectrum

DARE

DSL HFS

Page 27: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Space-based low frequency

radio observation

• Below 10MHz, due to ionosphere absorption, ground observation is nearlyimpossible.

RAE-2 sky map (1979)Planck map

Page 28: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Experiments during CE-4

mission• CE-4 Lander

• Netherland-China Low frequency Experiment (Relay Satellite)

• Longjiang orbiting satellites (piggy-back on relay satellite launch)--unfortunately,Longjiang-1 malfunctioned

• EMI limited sensitivity, and also work timeis very short due to limited power, but stillcan see moon shield radiation from Earth

EMI

Page 29: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Discovering Sky at Longest (DSL)

wavelength

• A linear array (5-8) of satellites movingaround the moon, take observation atthe backside of the moon, then transmitdata back at the front side of the moon.

• A mother satellite measure the positionof the daughter satellites

• Low frequency aims for imaging offoregrounds, high frequency aims todetect cosmic dawn signal by preciseglobal spectrum measurement

Page 30: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Current mid-redshift Radio Telescopes

GBT (105m)

Parkes (64m)

Arecibo (150m)

MeerKAT

ASKAP

JVLA GMRT

FAST (500m)

64 dish

36 dish

27 dish27 dish

Page 31: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

FAST surveyWenkai Hu et al., Forecast for FAST: from Galaxies Survey to Intensity Mapping", arxiv:1909.10946

DETF Figure of

merit

L-band

beams

number

density of

detected

galaxies

Page 32: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Dedicated Experiments

• Stable, large field of view(also good FRB searcher)• Array Size: ~ 100 m for BAO (T. Chang et al. 2008, Seo

et al. 2009, Ansari et al. 2012)

Page 33: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

The Tianlai (heavenly sound) Experiment

• Cylinder pathfinder : 3x15m x 40m, 96 feeds• Dish Pathfinder: 16 x 6m

frequency: 700-800MHz, can be tuned in 600~1420MHz

Page 34: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

probe of Large Scale Structure

(BAO,PNG, inflation features)

DA δθ

cδz/H

Xu, Wang & Chen (2015)

Xu, Hamann, Chen(2016)

Page 35: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

21cm Intensity Mapping Experiments

HIRAX (1024 units)

Tianlai (96 units)CHIME (1024 units)

BINGO

Page 36: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Near Future: SKA-mid

SKA-1: 197 dish (15m) + 64 MeerKAT dish

SKA-2: ~ 3000 dish

Page 37: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Intensity Mapping

BAO measurements

SKA Cosmology Workgroup (http://skacosmology.pbworks.com)

Page 38: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Future Ideas: PUMA

Packed Ultra-wideband Mapping Array (PUMA⇤):A Radio Telescope for Cosmology and Transients

Thematic Areas: Ground Based Project

Pr imary Contact:

Name: Anze Slosar

Institution: Brookhaven National Laboratory

Email: [email protected]

Phone: 631-344-8012

Contr ibutors and Endorsers: Zeeshan Ahmed1, David Alonso2, Mustafa A. Amin3, Reza Ansari4,

Evan J. Arena5,6, Kevin Bandura7,8, Nicholas Battaglia9, Jonathan Blazek10, Philip Bull11,12, Emanuele

Castorina13, Tzu-Ching Chang14, Liam Connor15, Romeel Dave16, Cora Dvorkin17, Alexander van

Engelen18,19, Simone Ferraro20, Raphael Flauger21, Simon Foreman18, Josef Frisch1, Daniel Green21,

Gilbert Holder22, Daniel Jacobs19, Matthew C. Johnson23,24, Joshua S. Dillon25, Dionysios

Karagiannis26,27, Alexander A. Kaurov28, Lloyd Knox29, Adrian Liu30, Marilena Loverde31, Yin-Zhe

Ma32, Kiyoshi W. Masui33, Thomas McClintock5, Pieter D. Meerburg34, Kavilan Moodley32, Moritz

Munchmeyer24, Laura B. Newburgh35, Cherry Ng36, Andrei Nomerotski5, Paul O’Connor5, Andrej

Obuljen37, Hamsa Padmanabhan18, David Parkinson38, J. Xavier Prochaska39,40, Surjeet Rajendran41,

David Rapetti42,43, Benjamin Saliwanchik35, Emmanuel Schaan20, Neelima Sehgal44, J. Richard

Shaw45, Chris Sheehy5, Erin Sheldon5, Raphael Shirley46, EvaSilverstein47, Tracy Slatyer33,28, Anze

Slosar5, Paul Stankus5, Albert Stebbins48, Peter T. Timbie49, Gregory S. Tucker50, William Tyndall5,35,

Francisco Villaescusa-Navarro51, Benjamin Wallisch28,21, Martin White13,25,20

1 SLAC National Accelerator Laboratory, Menlo Park, CA 94025, USA2 University of Oxford, Oxford OX1 3RH, UK

⇤https://www.puma.bnl.gov

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Slosar et al., arxiv:1907.12559

Page 39: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Outlook

• 21cm experiments are easy (to start) and hard (to detect!)—lots

of experiment efforts going on

• Varies approaches: global spectrum, single dish, regular and

irregular interferometer arrays

• New and more powerful data analysis method: AI?

• The 21cm auto-correlation is still to be detected, but progresses

are being made

• The 21cm cosmology is coming!

Page 40: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Thanks and Enjoy!

Page 41: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Backup slides

Page 42: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

Problems with Lunar ArrayTraditional imaging algorithm can not work!

• short dipole (l<<λ) antenna have very wide field ofview (almost whole sky), traditional synthesisalgorithm only for small field of view (flat sky,small w-term)

• A mirrow symmetry w.r.t. orbital plane, can bebroken by 3D baselines (produced by orbital planeprecession)

• Different baselines have different part of skyblocked by Moon

map-making by invertion

mirrow symmetry

3D baselines

simulated reconstruction map

Huang et al., arXiv:1805.08259

Page 43: The 21cm probe of Cosmology · • DM is cooler than baryon as it decoupled earlier, but need baryon-DM interaction, temperature (energy) dependent, e.g. Coloumb ... global spectrum

galaxy detection vs intensity mapping

Cheng et al (2018): criterion

LSN : luminosity scale for voxel shot noiseσL : rms noise per voxell∗ : galaxy characteristic luminosity.