niayesh afshordi, perimeter institute/u-waterloo western university, apr. 13, 2012 1 tales of dark...

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Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University Friday, April 13, 2012

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Page 1: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

1

Tales of Dark Matter on Small Scales

Niayesh Afshordi

Western UniversityFriday, April 13, 2012

Page 2: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

2 Tales of Dark Matter on Small Scales

“Friday the 13th is a date considered to be bad luck in Western superstition.” -Wikipedia.

Page 3: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

3 Tales of Dark Matter on Small Scales

Outline

• Introduction: Cold Dark Matter (CDM) • Why phase space of CDM haloes is hierarchical• Too big to Fail? A Tale of Small Scale• Bound Structures & CDM detection• Future Prospects for dark matter astronomy

Page 4: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

4 Tales of Dark Matter on Small Scales

• Roya Mohayaee (IAP, Paris) • Ed Bertschinger (MIT)• Kathryn Zurek (U-Michigan)• Louis Strigari (Stanford)• Shant Baghram (U-Waterloo/PI)

• NA, Mohayaee, Bertschinger: Phys.Rev.D79:083526,2009 • NA, Mohayaee, Bertschinger: Phys.Rev.D81:101301, 2010• Baghram, NA, Zurek: Phys.Rev.D84:043511,2011• Baghram, NA, Strigari: in preparation

Collaborators

Page 5: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

5 Tales of Dark Matter on Small Scales

Outline

• Introduction: Cold Dark Matter (CDM) • Why phase space of CDM haloes is hierarchical• Too big to Fail? A Tale of Small Scale• Bound Structures & CDM detection• Future Prospects for dark matter astronomy

Page 6: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

6 Tales of Dark Matter on Small Scales

• Bullet Cluster

Baryons (X-ray) Matter (lensing)

Dark Matter is Collisionless

Page 7: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

7 Tales of Dark Matter on Small Scales

Dark Matter is Cold

Zaldarriaga & Tegmark 2002

Page 8: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

8 Tales of Dark Matter on Small Scales

Indirect Detection• Dark Matter can annihilate to– photons (Fermi)– electrons/positrons (PAMELA/Fermi/WMAP…Planck)

– Neutrinos (IceCube)

Springel, et al. 08

Page 9: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

9 Tales of Dark Matter on Small Scales

Directional DM detection

• Solar system is moving towards the Cygnus constellation in the Milky Way, at 220 km/s

We should see a DM wind coming from Cygnus, which distinguishes it from any other background

Sciolla et al 2008

250 km/s

Page 10: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

10 Tales of Dark Matter on Small Scales

WIMPs: from gravity to detection

• Gravitational evidence for DM comes from potential: d3x ρ(x)/|x-x’|

• Direct detection: ρ(x) at solar system• Indirect detection (annihilation): d3x ρ(x)2

WIMP detection is much more sensitive to DM sub-structure:Boost = <ρ2>/<ρ>2-1

Boost to annihilation signal (indirect detection) (e.g., Taylor & Silk 2003)

Variance for direct detection(e.g., Stiff, Widrow, & Frieman 2001)

Page 11: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

11 Tales of Dark Matter on Small Scales

Outline

• Introduction: Cold Dark Matter (CDM)• Why phase space of CDM haloes is hierarchical• Too big to Fail? A Tale of Small Scale• Bound Structures & CDM detection• Future Prospects for dark matter astronomy

Page 12: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

12 Tales of Dark Matter on Small Scales

Hierarchy in the Phase space

• CDM is really cold– vCDM ~ 10-11c

• Phase space density remains constant in lieu of collisions

(Liouville’s Theorem): – At CDM freeze out:

– Within our Galaxy:

Most of the phase space is empty!Structures on all scales

!!??

Page 13: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

13 Tales of Dark Matter on Small Scales

Hierarchical Micro-Structure of the Phase Space

time

Page 14: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

14 Tales of Dark Matter on Small Scales

• Bound sub-haloes (cluster in real/phase space)

• Tidal debris (cluster in initial conditions)

• Fundamental discreteness analogous to galaxy shot noise (NA, Mohayaee, Bertschinger 2009; Vogelsberger & White 2011)

Three types of phase structures

NGC 3923

Kuhlen, Diemand, et al.

Hayashi et al. 2003

Page 15: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

15 Tales of Dark Matter on Small Scales

Correlation Functions quantify Hierarchy

• Large Scale Structure Projected Correlation Function

• SDSS Masjedi, et al.

unbound structurebound substructure

Phase Space Correlation Function

Page 16: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

16 Tales of Dark Matter on Small Scales

Outline

• Introduction: Cold Dark Matter (CDM) • Why phase space of CDM haloes is hierarchical• Too big to Fail? A Tale of Small Scale• Bound Structures & CDM detection• Future Prospects for dark matter astronomy

Page 17: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

17 Tales of Dark Matter on Small Scales

Courtesy of Shant Baghram: http://pirsa.org/12040110/

Too Big to Fail Problem?

Subhalos in are dynamically can not host the most luminous dwarf satellites of Milky Way: (Too big to fail?)

(Michael Boylan-Kolchin, James S. Bullock, Manoj Kaplinghat, arXiv :1103.0007)

Aquarius simulation: high resolution simulation of 6 Milky- way type halo

Baghram, NA, & Strigari, in prep.

Page 18: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

18 Tales of Dark Matter on Small Scales

*Binning in the Energy and Angular momentum

*Non- smooth phase-space density

Now we can rewrite the observable density of stars, by plugging the phase space density function definition as :

Marginalize over fab’s

E

L

𝑓 𝑎𝑏

Number of binning = number of free parameters

Tricks of the Trade!

Page 19: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

19 Tales of Dark Matter on Small Scales

Outline

• Introduction: Cold Dark Matter (CDM) • Why phase space of CDM haloes is hierarchical• Too big to Fail? A Tale of Small Scale• Bound Structures & CDM detection• Future Prospects for dark matter astronomy

Page 20: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

20 Tales of Dark Matter on Small Scales

Bound Substructures

• Small sub-haloes become resilient to tidal stripping

• Stable clustering hypothesis:# of pairs at small physical separation remains

constant (Davis & Peebles 77)

• We extend this to the phase space

• Unlike the halo model, captures the full hierarchy: sub-haloes, sub-sub-haloes, etc. (also much fewer parameters)

Page 21: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

21 Tales of Dark Matter on Small Scales

sub-haloes and stable clustering

• Stable clustering in phase space can be used to describe bound subn-halo hierarchy

Kuhlen, Diemand, et al.

Boost » 106 (½crit,0/½)

NA, et al. 2010

0.03

Standard deviation of linear overdensity on mass scale M

Page 22: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

22 Tales of Dark Matter on Small Scales

DM annihilation profile:stable clustering vs. simulations

smooth halo

M(<r)/M200

Bound substructure+tidal cut-off

Msub > 105M

Msub > 106M

Msub > 107M

Msub > 108M

Springel, et al. 08

Anni

hila

tion

Lum

inos

ity (<

r)

Page 23: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

23 Tales of Dark Matter on Small Scales

Massaging the tidal stripping prescription …

Page 24: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

24 Tales of Dark Matter on Small Scales

sub-haloes in Direct Detection!• Temporal auto-correlation of DM detection in

several years…

Page 25: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

25 Tales of Dark Matter on Small Scales

Dark Matter Astronomy?

• From bound subhaloes:Boost = O(1) = density variance

@ solar radius

• Local DM wind may NOT come from the direction of Cygnus!

• Phase space correlation will be probed by directional DM detection

unbound structure

bound substructure

Hansen et al. 2005, Vogelsberger et al. 2009, Kuhlen et al. 2010

Page 26: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

26 Tales of Dark Matter on Small Scales

Dark Matter subhaloes may even impact Pulsar Timing

Hertzberg, Siegel, Fry 2007

Page 27: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

27 Tales of Dark Matter on Small Scales

Dark Matter subhaloes may even impact Pulsar Timing

Doppler Effect Shapiro Delay

Baghram, NA, & Zurek, 2011

log(

Puls

ar re

sidu

al p

ower

spe

ctru

m)

log(

Puls

ar re

sidu

al p

ower

spe

ctru

m)

Page 28: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

28 Tales of Dark Matter on Small Scales

Lessons

• CDM has lots of structure on small scales:– Boost in DM annihilation – Time dependence in direct detection signal– Rich structure for directional DM detection– Potentially detectable Pulsar Timing residuals

• Correlation Function in Phase Space is a Powerful tool ( stable clustering)

• Measuring Dark Matter masses from stellar kinematics is a tricky business

Page 29: Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012 1 Tales of Dark Matter on Small Scales Niayesh Afshordi Western University

Niayesh Afshordi, Perimeter Institute/U-Waterloo Western University, Apr. 13, 2012

29 Tales of Dark Matter on Small Scales

Two Cautionary Notes…

• What about baryons?– They can enhance CDM structures through

adiabatic contraction, or destroy them via gravitational collisions/heating

– Real haloes are almost certainly more complicated!

• Why not just extrapolate simulations?– Simulations are NOT scale-free tidal limit– Neither is CDM over 10 orders of magnitude!