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Large-Scale Structure & Surveys Max Tegmark, MIT

Large-Scale Structure & Surveys Max Tegmark, MIT

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Page 1: Large-Scale Structure & Surveys Max Tegmark, MIT

Large-Scale Structure & Surveys

Max Tegmark, MITMax Tegmark, MIT

Page 2: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Onion

Teg

mar

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33

Summary of last lecture

Page 3: Large-Scale Structure & Surveys Max Tegmark, MIT

Fluctuation generator

Fluctuation amplifier

(Graphics from Gary Hinshaw/WMAP team)

Hot Dense SmoothCool Rarefied

Clumpy

Summary of last lecture

400

Page 4: Large-Scale Structure & Surveys Max Tegmark, MIT

SN Ia+CMB+LSS constraintsYun Wang & MT 2004, PRL 92,

241302

Assumes k=0

Vanilla rules OK!

0th order: what we’ve learned about our expansion history

Summary of last lecture

Page 5: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Ly

LSS

Clusters

Lensing

Tegmark & Zaldarriaga, astro-ph/0207047 + updates

CMB

1st order: what we’ve learned about cosmic clustering

Summary of last lecture

Page 6: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

1st order: what we’ve learned about cosmic clustering

Summary of last lecture

Page 7: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

000619DO ANY OF THESE QUESTIONS CONFUSE YOU?

1. What is the Universe expanding into?

2. How can stuff be more than 14 billion light years away when the Universe is only 14 billion light years old?

3. Where in space did the Big Bang explosion happen?

4. Did the Big Bang happen at a single point?

5. How could a the Big Bang create an infinite space in a finite time?

6. How could space not be infinite?

7. If the Universe is only 10 billion years old, how can we see objects that are now 30 billion light years away?

8. Don’t galaxies receeding faster than c violate relativity theory?

9. Are galaxies really moving away from us, or is space just expanding?

10. Is the Milky Way expanding?

11. Do we have evidence for a Big Bang singularity?

12. What came before the Big Bang?

13. Should I feel insignificant?

QuickTime™ and a decompressor

are needed to see this picture.

Page 8: Large-Scale Structure & Surveys Max Tegmark, MIT

The cosmic plan:• Survey of cosmology basics

• Measuring large-scale structure with galaxy surveys

• Measuring large-scale structure neutral hydrogen

L1:

L3:

L2:

Page 9: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Springel, Frenk & White 2006,

Nature, 440, 11

Page 10: Large-Scale Structure & Surveys Max Tegmark, MIT

Measuring large-scale structure with galaxy surveys:what are the challenges?

• Statistical errors - Sample variance: want big V - Shot noise: want large n• Systematic errors - Dust extinction (angular selection function) - Radial selection function errors• Data analysis - Survey geometry (window functions) - Numerical challenges • Linking light to mass: - bias - redshift distortions - nonlinearities

P ~ N-1/2(P+n-1)N ~ V k^3

So aim for as large V as possible with nP~1

Page 11: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

LSSde Lapparent, Geller & Huchra 1986

Page 12: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

LSS

Page 13: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

LSS

Page 14: Large-Scale Structure & Surveys Max Tegmark, MIT

Cmbgg OmOl

LSS

Page 15: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Galaxy power spectrum measurements 1999(Based on compilation by Michael Vogeley)

Page 16: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

PSCz 15000 gals:

(Data points uncorrelated)

(Hamilton, Tegmark & Padmanabhan 2000)

Page 17: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

SDSS 2006:

2dFGRS 250000 gals

SDSS DR4 400000 gals, now ~106 gals

Page 18: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

APO

SDSS

Page 19: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

SDSS Zoom

SDSS

Page 20: Large-Scale Structure & Surveys Max Tegmark, MIT

Cmbgg OmOl

Page 21: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

(Table from Natalie Roe)

SOME SURVEYS TO LOOK FORWARD TO:

Page 22: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

LAMOST: The Large Sky Area Multi-Object Fibre Spectroscopic Telescope

QuickTime™ and a decompressor

are needed to see this picture.

Page 23: Large-Scale Structure & Surveys Max Tegmark, MIT

Measuring large-scale structure with galaxy surveys:what are the challenges?

• Statistical errors - Sample variance: want big V - Shot noise: want large n• Systematic errors - Dust extinction (angular selection function) - Radial selection function errors• Data analysis - Survey geometry (window functions) - Numerical challenges • Linking light to mass: - bias - redshift distortions - nonlinearities

P ~ N-1/2(P+n-1)N ~ V k^3

So aim for as large V as possible with nP~1

Page 24: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Why are LRGs so useful?

Page 25: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

HistoryCMB

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6Our observable

universe

Page 26: Large-Scale Structure & Surveys Max Tegmark, MIT

LSS

Our observable universe

Page 27: Large-Scale Structure & Surveys Max Tegmark, MIT

LSS

Our observable universe

Page 28: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

LSS

Quasars

Page 29: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

LSS

LRG’s

Page 30: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

LSS

Common galaxies

Page 31: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

LSS

Common gals: too dense

Quasars: too sparse

LRG’s: just right!

Why LRG’s are “Goldilocks galaxies”:60000 LRG’s have more statistical power than 2 million regular gals

Page 32: Large-Scale Structure & Surveys Max Tegmark, MIT

• Statistical errors - Sample variance: want big V - Shot noise: want large n• Systematic errors - Dust extinction (angular selection function) - Radial selection function errors• Data analysis - Survey geometry (window functions) - Numerical challenges • Linking light to mass: - bias - redshift distortions - nonlinearities

Measuring large-scale structure with galaxy surveys:what are the challenges?

P ~ N-1/2(P+n-1)N ~ V k^3

So aim for as large V as possible with nP~1

Page 33: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Sky coverage of SDSS DR4 redshift survey

(Aitoff projection, equatorial coordinates)

(Dust map fromSchlegel, Finkbeiner & Davis)

Page 34: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Cmbgg OmOl

Page 35: Large-Scale Structure & Surveys Max Tegmark, MIT

Measuring large-scale structure with galaxy surveys:what are the challenges?

• Statistical errors - Sample variance: want big V - Shot noise: want large n• Systematic errors - Dust extinction (angular selection function) - Radial selection function errors• Data analysis - Survey geometry (window functions) - Numerical challenges • Linking light to mass: - bias - redshift distortions - nonlinearities

P ~ N-1/2(P+n-1)N ~ V k^3

So aim for as large V as possible with nP~1

Page 36: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Page 37: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

MT, Hamilton, Strauss, Vogeley & Szalay 1998

SDSS

Page 38: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Page 39: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Page 40: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Page 41: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Page 42: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Page 43: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Page 44: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Page 45: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Page 46: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Page 47: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Page 48: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

LSS

Page 49: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Page 50: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Page 51: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Page 52: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Page 53: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Page 54: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Page 55: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Sky coverage of SDSS DR4 redshift survey

(Aitoff projection, equatorial coordinates)

(Dust map fromSchlegel, Finkbeiner & Davis)

Page 56: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Page 57: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Bias

Page 58: Large-Scale Structure & Surveys Max Tegmark, MIT

Measuring large-scale structure with galaxy surveys:what are the challenges?

• Statistical errors - Sample variance: want big V - Shot noise: want large n• Systematic errors - Dust extinction (angular selection function) - Radial selection function errors• Data analysis - Survey geometry (window functions) - Numerical challenges • Linking light to mass: - bias - redshift distortions - nonlinearities

P ~ N-1/2(P+n-1)N ~ V k^3

So aim for as large V as possible with nP~1

Page 59: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Virgo LCDM simulation

CMB

Page 60: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

SDSS galaxies

CMB

Page 61: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

LSS

Page 62: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

LSS

Page 63: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

LSS

Page 64: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

LSS

Page 65: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

LSS

Page 66: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

LSS

Page 67: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

LSS

Page 68: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

LSS

Lum funcs & sel funcs by Michael Blanton (NYU)

Page 69: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Cmbgg OmOl

LSS

Page 70: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Cmbgg OmOl

LSS

Page 71: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

Cmbgg OmOl

LSS

Page 72: Large-Scale Structure & Surveys Max Tegmark, MIT

LSS

Molly Swanson, MT, Mike Blanton, Idit Zehavi: arXiv:0702584

Page 73: Large-Scale Structure & Surveys Max Tegmark, MIT

Molly Swanson, MT, Mike Blanton, Idit Zehavi: arXiv:0702584

Page 74: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

LSS

Page 75: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

LSS

Page 76: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

LSS

Page 77: Large-Scale Structure & Surveys Max Tegmark, MIT

Max TegmarkDept. of Physics, MIT

[email protected] en la Playa

January 11-15, 2010

LSS

Page 78: Large-Scale Structure & Surveys Max Tegmark, MIT

Measuring large-scale structure with galaxy surveys:what are the challenges?

• Statistical errors - Sample variance: want big V - Shot noise: want large n• Systematic errors - Dust extinction (angular selection function) - Radial selection function errors• Data analysis - Survey geometry (window functions) - Numerical challenges • Linking light to mass: - bias - redshift distortions - nonlinearities

P ~ N-1/2(P+n-1)N ~ V k^3

So aim for as large V as possible with nP~1

Page 79: Large-Scale Structure & Surveys Max Tegmark, MIT
Page 80: Large-Scale Structure & Surveys Max Tegmark, MIT