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Baryon Acoustic Oscillations
               and Dark Energy
                  Bruce Bassett (AIMS/SAAO/UCT)




Bruce Bassett (SAAO/UCT)          BAO             KITPC - March 2009
                           ArXiv:0910.5224
SCP 96                          High-z / SCP 98
                                    M
(flat)                          (flat)




         Evolution of the Hubble Diagram 1996-2009
ESSENCE+SNLS
07
                               Constitution 09
                                M              (+BAO)
  M
(flat)


                                         Filled by the SDSS
                                              SN survey
THE CMB
                COBE 96
L(l+1) Cl




            2     10      100   1000

            l
COBE
                QMASK
L(l+1) Cl




            2     10    100   1000

            l
COBE
                QMASK
                BOOMERanG 00
L(l+1) Cl




            2     10      100   1000

            l
COBE
                QMASK
                BOOMERanG
L(l+1) Cl

                MAXIMA




            2    10         100   1000

            l
COBE
                QMASK
                BOOMERanG
L(l+1) Cl

                MAXIMA
                CBI 03




            2    10         100   1000

            l
Did not show
                COBE                 SPT
                QMASK                ACT
                                     BICEP
                BOOMERanG
L(l+1) Cl

                                     TOCO
                MAXIMA               ACBAR
                CBI 03               VSA
                                     SASKATOON
                WMAP-5               ARCHEOPS
                                     DASI
                                     PYTHON
                                     FIRS
                                     Tenerife
                                     OVRO
                                     SUZIE
                                     AMI
            2     10    100   1000   ATCA

            l                        etc…
Blake et al, 2011

All assumes w = -1
Bruce Bassett (SAAO/UCT)   BAO
Bruce Bassett (SAAO/UCT)   BAO   KITPC - March 2009
Overview of this lecture
•   Power spectra
•   Origins, uses & measurements of BAO
•   Statistical Standard Rulers
•   Targets for BAO surveys
•   Some Complications
•   Photometric vs spectroscopic BAO surveys


Bruce Bassett (AIMS/SAAO/UCT)   BAO
The power spectrum

• P(k) = <| k|2> where k is the Fourier transform
  of the density contrast
                                              i
                             k   |   k   |e       k



• Note there is no phase information,     k   in the
  power spectrum

• P(k) contains all information about     x,t) if it is
  Gaussian distributed
Where is the information?
• The power spectrum actually contains relatively
  little information in our everyday life…

• Most of the information is in the phases,   k


• (Except in cosmology where the power spectrum
  is much more important)
Random                          Swapped
Originals      Phases                          Phases




            M.S. Bartlett, J. R. Movellan, T. J. Sejnowski, IEEE 2002
Some examples of images and their P(k)




   All images from http://www.sci.utah.edu/~cscheid/spr05/imageprocessing/project3/
P(k)
P(k)
On small (nonlinear) scales phase is
       important though…




                          Coles 2002
We will look for the BAO in P(k)

       …but what is the origin of the
                 BAO?



Bruce Bassett (SAAO/UCT)   BAO
3D Green’s Function for
                           Speed of Sound




                                       Sound Horizon

                                       Bashinsky and Bertschinger, 2001

Bruce Bassett (SAAO/UCT)         BAO
Bruce Bassett (SAAO/UCT)   BAO
Real Space Transfer Function




                                 Bashinsky and Bertschinger, 2001

Bruce Bassett (SAAO/UCT)   BAO
Evolution of a Spherical Overdensity
Baryon Density    Photon Density               Mass Profiles




                      White, Eisenstein, Seo
Baryon Density   Photon Density   Mass Profiles
Baryon Density   Photon Density   Mass Profiles
Baryon Density   Photon Density   Mass Profiles
Baryon Density   Photon Density   Mass Profiles
Baryon Density   Photon Density   Mass Profiles
Baryon Acoustic Peak




Bruce Bassett (SAAO/UCT)     BAO
13 May 2008, STIAS
Millenium Simulation, Springel et al   Bispectrum from 1 Million LRGs
2-point Correlation function
                 (r)




So we expect to see an increase
    in (r) at r ~ 150Mpc
13 May 2008, STIAS   Bispectrum from 1 Million LRGs
Eisenstein et al, 2005
Bruce Bassett (AIMS/SAAO/UCT)   BAO   SDSS LRGs
WiggleZ, Blake et al, 2011




Bruce Bassett (SAAO/UCT)             BAO
2 minute Exercise:
        Compute the size of the BAO
               scale today

    • i.e. Derive the BAO scale of 150 Mpc to
      within a factor of two




Bruce Bassett (AIMS/SAAO/UCT)   BAO
Bruce Bassett (SAAO/UCT)   BAO
Bruce Bassett (AIMS/SAAO/UCT)   BAO
Bruce Bassett (SAAO/UCT)   BAO
Bruce Bassett (SAAO/UCT)   BAO
Bruce Bassett (AIMS/SAAO/UCT)   BAO
Bruce Bassett (SAAO/UCT)   BAO
Bruce Bassett (AIMS/SAAO/UCT)   BAO
Statistical Standard Rulers




Bruce Bassett (AIMS/SAAO/UCT)   BAO
Where are the oscillations in BAO?




     (r) P(k)
Bruce Bassett (AIMS/SAAO/UCT)   BAO
Eisenstein et al.          Tegmark et al.


                             BAP vs BAO




     (r) P(k)
Bruce Bassett (AIMS/SAAO/UCT)      BAO
BAP Detection Is Hard!
  • Consider a typical Luminous Red Galaxy (LRG).
    How many LRGs do we expect in a BAP shell
    around it?
  • n ~10-4h3Mpc-3
  • Volume = 20 Mpcx 1002Mpc2x 5 ~ 106h-3Mpc3
   100 LRGs from purely uniform distribution
  • BAP in (r) gives ~1% excess probability
  • So gives a single extra LRG on average.
  • Need lots of volume and large numbers of
    galaxies…so we can see the extra galaxy on
    average!
Bruce Bassett (AIMS/SAAO/UCT)   BAO
Power Spectrum Errors




                                 Cosmic Variance   Shot Noise

m = number of Fourier modes measured in the survey
n = mean galaxy number density in the survey

 Bruce Bassett (AIMS/SAAO/UCT)            BAO
Shot Noise




                    Fixed Volume            50 points
Bruce Bassett (AIMS/SAAO/UCT)         BAO
Shot Noise




                     Fixed Volume         500 points
Bruce Bassett (SAAO/UCT)            BAO
Shot Noise




                     Fixed Volume         5000 points
Bruce Bassett (SAAO/UCT)            BAO
Shot Noise




                     Fixed Volume         50k points
Bruce Bassett (SAAO/UCT)            BAO
Cosmic Variance




                     1 x Volume   Fixed 50k points
Bruce Bassett (SAAO/UCT)          BAO
Cosmic Variance




                     25 xVolume   Fixed 50k points
Bruce Bassett (SAAO/UCT)          BAO
Cosmic Variance




                     225 xVolume   Fixed 50k points
Bruce Bassett (SAAO/UCT)           BAO
Cosmic Variance




                     2200 xVolume   Fixed 50k points
Bruce Bassett (SAAO/UCT)            BAO
Optimal Survey Design
    • What is the optimal sampling
      of a page of text?
    • Depends what information you
      want.
    • E.g. what language it is written
      in…
    • E.g. what page layout is being
      used…
    • Trade-off between the two…
    • nP ~ 1-5 is typically optimal
    • See Bob’s talk.
Bruce Bassett (SAAO/UCT)      BAO
What choice of target should
                  one use for BAO?




Bruce Bassett (SAAO/UCT)    BAO
Luminous Red Galaxies (LRGs)




e.g. SDSS, BOSS,…
 Bruce Bassett (SAAO/UCT)   BAO
Blue galaxies…




e.g. WiggleZ,…

 Bruce Bassett (SAAO/UCT)          BAO
(Statistical) Standard Rulers




Bruce Bassett (AIMS/SAAO/UCT)   BAO
Beyond spherical averaging
  • In the SDSS exercise you computed the
    spherical average of (r) to give an average
    distance DV.

  • With enough data we can do much better
    than that however…


Bruce Bassett (SAAO/UCT)   BAO
The Beauty of Standard Volumes



Radial
                                           Only works if
                                           the volume is big
                                           enough to measure
                                           dz

 Tangential                     Us
Bruce Bassett (AIMS/SAAO/UCT)        BAO
BAO and AP
  • If we only know the volume is spherical, then we
    constrain the product H(z) dA(z) (the Alcock-
    Paczynski (AP) test)

  • If we also know the absolute sizes in both radial
    and tangential directions (like with BAO), we
    constrain both dA(z) and H(z) separately.

  • BAO thus provide an absolute AP test.

Bruce Bassett (SAAO/UCT)        BAO
Bruce Bassett (SAAO/UCT)   BAO
Bruce Bassett (AIMS/SAAO/UCT)   BAO
Bruce Bassett (SAAO/UCT)   BAO
“Standard” is a Crucial
        Ingredient of Standard Rulers




Bruce Bassett (SAAO/UCT)   BAO
BAO
  have provided the first ever low-z
   cosmic distance measure based
          on linear physics



Bruce Bassett (SAAO/UCT)   BAO
J. Huchra
Bruce Bassett (SAAO/UCT)   BAO
Complications
     A man falls from a window and on the way down
           someone asks…``how’s it going”?

                   The man replies: “So far so good!”

     Cosmological Methods are similar – they have a
free-fall zone and a hard, systematic “floor” where things
                         get tough
Bruce Bassett (AIMS/SAAO/UCT)         BAO
BAO and Nonlinearity
                                        Linear Prediction


                                      Nonlinearity
                                      moves the
                                      peak
                                      to smaller
                                      scales and
                                      broadens
                                      it.

                                      Why?


                                      Crocce et al
Bruce Bassett (AIMS/SAAO/UCT)   BAO
Broadening                 Shift to smaller
                                             radius




        Bruce Bassett (SAAO/UCT)       BAO        KITPC - March 2009
Millenium Simulation, Springel et al
(r) P(k)

Bruce Bassett (AIMS/SAAO/UCT)   BAO
Bruce Bassett (AIMS/SAAO/UCT)   BAO
Bruce Bassett (AIMS/SAAO/UCT)   BAO
Bruce Bassett (AIMS/SAAO/UCT)   BAO
Calibrating Nonlinearity
  • Although it is (weakly) nonlinear, gravity is still
    quite clean (compare turbulent MHD in strong
    gravitational field)

  • Good reasons to believe the nonlinear effects can
    be calibrated at the 1% level for BAO/BAP

  • Still needs more theoretical and numerical study

Bruce Bassett (AIMS/SAAO/UCT)    BAO
Photometric BAO Surveys
              It is tempting to want to just do an
               imaging survey instead of taking
                            spectra

            Photometric BAO surveys primarily
            sacrifice H(z) information and need
              much larger volume to compete.
Bruce Bassett (AIMS/SAAO/UCT)      BAO
Photometric surveys
• Do we have to take spectra? This is slow and expensive…
• If we don’t need accurate redshifts we can do multi-band
  imaging and compute photometric redshifts instead
• This works by learning how the colours depend on redshift
  (as emission/absorption features move through the filters)
Visualising the underlying physics

                                                    z=0
                               r
Flux
(arbitrary units)                     i
                        g
For an LRG
spectrum
And SDSS
Filter              u
Transmission                                    z
curves



                        Wavelength (measured)
Visualising the underlying physics

                                                    z = 0.2
                               r
Flux
(arbitrary units)                     i
                        g
For an LRG
spectrum
And SDSS
Filter              u
Transmission                                    z
curves



                        Wavelength (measured)
Visualising the underlying physics

                                                    z = 0.4
                               r
Flux
(arbitrary units)                     i
                        g
For an LRG
spectrum
And SDSS
Filter              u
Transmission                                    z
curves



                        Wavelength (measured)
Visualising the underlying physics

                                                    z = 0.6
                               r
Flux
(arbitrary units)                     i
                        g
For an LRG
spectrum
And SDSS
Filter              u
Transmission                                    z
curves



                        Wavelength (measured)
Visualising the underlying physics

                                                    z = 0.8
                               r
Flux
(arbitrary units)                     i
                        g
For an LRG
spectrum
And SDSS
Filter              u
Transmission                                    z
curves



                        Wavelength (measured)
Visualising the underlying physics

                                                    z = 1.0
                               r
Flux
(arbitrary units)                     i
                        g
For an LRG
spectrum
And SDSS
Filter              u
Transmission                                    z
curves



                        Wavelength (measured)
Visualising the underlying physics

                                                    z = 1.2
                               r
Flux
(arbitrary units)                     i
                        g
For an LRG
spectrum
And SDSS
Filter              u
Transmission                                    z
curves



                        Wavelength (measured)
Visualising the underlying physics

                                                    z = 1.4
                               r
Flux
(arbitrary units)                     i
                        g
For an LRG
spectrum
And SDSS
Filter              u
Transmission                                    z
curves



                        Wavelength (measured)
Visualising the underlying physics

                                                    z = 1.6
                               r
Flux
(arbitrary units)                     i
                        g
For an LRG
spectrum
And SDSS
Filter              u
Transmission                                    z
curves



                        Wavelength (measured)
5 minute exercise: photometric redshifts
 • Given two non-overlapping, but contiguous top-
   hat filters of width   and perfect
   transmission, covering the range 5000-
   9000Å, work out the ratio of fluxes in the two
   bands as a function of z, for a crude approximation
   to an LRG spectrum consisting of two flat
   continuum regions with flux f1, f2 separated by a
   step at 4000Å.

   • How does the width of the filter determine the
       photo-z accuracy?
Bruce Bassett (AIMS/SAAO/UCT)   BAO
BAO and photo-z errors




                                        Us
Bruce Bassett (SAAO/UCT)   BAO
Increasing Photo-z Error




Bruce Bassett (AIMS/SAAO/UCT)   BAO
Increasing Photo-z Error




Bruce Bassett (AIMS/SAAO/UCT)   BAO
Increasing Photo-z Error




Bruce Bassett (AIMS/SAAO/UCT)   BAO
Benitez et al




Bruce Bassett (SAAO/UCT)   BAO
Benitez et al




Bruce Bassett (AIMS/SAAO/UCT)   BAO
The Future for BAO
  •   DES
  •   BOSS
  •   BigBOSS
  •   LSST
  •   EUCLID
  •   WFIRST
  •   SKA and other 21cm
Bruce Bassett (SAAO/UCT)     BAO         KITPC - March 2009
Conclusions
  • BAO/BAP measurements are arguably the
    cleanest probe of cosmic expansion we have

  • They can provide both distance, dA(z) and
    expansion rate, H(z)

  • There is a systematic floor beyond which
    nonlinearities, nonlinear bias, redshift distortions
    etc… must be carefully included but these also
    provide exciting opportunities if we can
    understand them fully…
Bruce Bassett (AIMS/SAAO/UCT)          BAO
Fun Exercise
• In groups of 2 or alone write pseudo-code to
  compute the spherically averaged (r) for the
  original SDSS data (available from me)
• Data is RA, DEC, z
• Use the simple estimator 1 + = DD/RR
• The random catalogue is big (~106 points)
Thanks to Dan Eisenstein

 Bruce Bassett (SAAO/UCT)         BAO

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Here are a few potential complications to consider with BAO measurements:- Non-linear structure formation at low redshifts can distort the BAO feature. This needs to be modeled and accounted for. - Redshift space distortions from galaxy peculiar velocities can smear out the BAO in the radial direction. Again, this effect needs to be modeled.- For photometric redshift surveys, redshift uncertainties degrade the BAO signal. Larger volumes are needed to overcome this.- Galaxy bias - the galaxies may not perfectly trace the underlying matter distribution. Bias needs to be modeled and marginalized over. - Relativistic effects like lensing and redshift space distortions become more important at higher redshifts

  • 1. Baryon Acoustic Oscillations and Dark Energy Bruce Bassett (AIMS/SAAO/UCT) Bruce Bassett (SAAO/UCT) BAO KITPC - March 2009 ArXiv:0910.5224
  • 2. SCP 96 High-z / SCP 98 M (flat) (flat) Evolution of the Hubble Diagram 1996-2009 ESSENCE+SNLS 07 Constitution 09 M (+BAO) M (flat) Filled by the SDSS SN survey
  • 3. THE CMB COBE 96 L(l+1) Cl 2 10 100 1000 l
  • 4. COBE QMASK L(l+1) Cl 2 10 100 1000 l
  • 5. COBE QMASK BOOMERanG 00 L(l+1) Cl 2 10 100 1000 l
  • 6. COBE QMASK BOOMERanG L(l+1) Cl MAXIMA 2 10 100 1000 l
  • 7. COBE QMASK BOOMERanG L(l+1) Cl MAXIMA CBI 03 2 10 100 1000 l
  • 8. Did not show COBE SPT QMASK ACT BICEP BOOMERanG L(l+1) Cl TOCO MAXIMA ACBAR CBI 03 VSA SASKATOON WMAP-5 ARCHEOPS DASI PYTHON FIRS Tenerife OVRO SUZIE AMI 2 10 100 1000 ATCA l etc…
  • 9. Blake et al, 2011 All assumes w = -1
  • 11. Bruce Bassett (SAAO/UCT) BAO KITPC - March 2009
  • 12.
  • 13. Overview of this lecture • Power spectra • Origins, uses & measurements of BAO • Statistical Standard Rulers • Targets for BAO surveys • Some Complications • Photometric vs spectroscopic BAO surveys Bruce Bassett (AIMS/SAAO/UCT) BAO
  • 14. The power spectrum • P(k) = <| k|2> where k is the Fourier transform of the density contrast i k | k |e k • Note there is no phase information, k in the power spectrum • P(k) contains all information about x,t) if it is Gaussian distributed
  • 15. Where is the information? • The power spectrum actually contains relatively little information in our everyday life… • Most of the information is in the phases, k • (Except in cosmology where the power spectrum is much more important)
  • 16. Random Swapped Originals Phases Phases M.S. Bartlett, J. R. Movellan, T. J. Sejnowski, IEEE 2002
  • 17. Some examples of images and their P(k) All images from http://www.sci.utah.edu/~cscheid/spr05/imageprocessing/project3/
  • 18. P(k)
  • 19. P(k)
  • 20. On small (nonlinear) scales phase is important though… Coles 2002
  • 21. We will look for the BAO in P(k) …but what is the origin of the BAO? Bruce Bassett (SAAO/UCT) BAO
  • 22. 3D Green’s Function for Speed of Sound Sound Horizon Bashinsky and Bertschinger, 2001 Bruce Bassett (SAAO/UCT) BAO
  • 24. Real Space Transfer Function Bashinsky and Bertschinger, 2001 Bruce Bassett (SAAO/UCT) BAO
  • 25. Evolution of a Spherical Overdensity Baryon Density Photon Density Mass Profiles White, Eisenstein, Seo
  • 26. Baryon Density Photon Density Mass Profiles
  • 27. Baryon Density Photon Density Mass Profiles
  • 28. Baryon Density Photon Density Mass Profiles
  • 29. Baryon Density Photon Density Mass Profiles
  • 30. Baryon Density Photon Density Mass Profiles
  • 31. Baryon Acoustic Peak Bruce Bassett (SAAO/UCT) BAO
  • 32. 13 May 2008, STIAS Millenium Simulation, Springel et al Bispectrum from 1 Million LRGs
  • 33. 2-point Correlation function (r) So we expect to see an increase in (r) at r ~ 150Mpc 13 May 2008, STIAS Bispectrum from 1 Million LRGs
  • 34. Eisenstein et al, 2005 Bruce Bassett (AIMS/SAAO/UCT) BAO SDSS LRGs
  • 35. WiggleZ, Blake et al, 2011 Bruce Bassett (SAAO/UCT) BAO
  • 36. 2 minute Exercise: Compute the size of the BAO scale today • i.e. Derive the BAO scale of 150 Mpc to within a factor of two Bruce Bassett (AIMS/SAAO/UCT) BAO
  • 44. Statistical Standard Rulers Bruce Bassett (AIMS/SAAO/UCT) BAO
  • 45. Where are the oscillations in BAO? (r) P(k) Bruce Bassett (AIMS/SAAO/UCT) BAO
  • 46. Eisenstein et al. Tegmark et al. BAP vs BAO (r) P(k) Bruce Bassett (AIMS/SAAO/UCT) BAO
  • 47. BAP Detection Is Hard! • Consider a typical Luminous Red Galaxy (LRG). How many LRGs do we expect in a BAP shell around it? • n ~10-4h3Mpc-3 • Volume = 20 Mpcx 1002Mpc2x 5 ~ 106h-3Mpc3  100 LRGs from purely uniform distribution • BAP in (r) gives ~1% excess probability • So gives a single extra LRG on average. • Need lots of volume and large numbers of galaxies…so we can see the extra galaxy on average! Bruce Bassett (AIMS/SAAO/UCT) BAO
  • 48. Power Spectrum Errors Cosmic Variance Shot Noise m = number of Fourier modes measured in the survey n = mean galaxy number density in the survey Bruce Bassett (AIMS/SAAO/UCT) BAO
  • 49. Shot Noise Fixed Volume 50 points Bruce Bassett (AIMS/SAAO/UCT) BAO
  • 50. Shot Noise Fixed Volume 500 points Bruce Bassett (SAAO/UCT) BAO
  • 51. Shot Noise Fixed Volume 5000 points Bruce Bassett (SAAO/UCT) BAO
  • 52. Shot Noise Fixed Volume 50k points Bruce Bassett (SAAO/UCT) BAO
  • 53. Cosmic Variance 1 x Volume Fixed 50k points Bruce Bassett (SAAO/UCT) BAO
  • 54. Cosmic Variance 25 xVolume Fixed 50k points Bruce Bassett (SAAO/UCT) BAO
  • 55. Cosmic Variance 225 xVolume Fixed 50k points Bruce Bassett (SAAO/UCT) BAO
  • 56. Cosmic Variance 2200 xVolume Fixed 50k points Bruce Bassett (SAAO/UCT) BAO
  • 57. Optimal Survey Design • What is the optimal sampling of a page of text? • Depends what information you want. • E.g. what language it is written in… • E.g. what page layout is being used… • Trade-off between the two… • nP ~ 1-5 is typically optimal • See Bob’s talk. Bruce Bassett (SAAO/UCT) BAO
  • 58. What choice of target should one use for BAO? Bruce Bassett (SAAO/UCT) BAO
  • 59. Luminous Red Galaxies (LRGs) e.g. SDSS, BOSS,… Bruce Bassett (SAAO/UCT) BAO
  • 60. Blue galaxies… e.g. WiggleZ,… Bruce Bassett (SAAO/UCT) BAO
  • 61. (Statistical) Standard Rulers Bruce Bassett (AIMS/SAAO/UCT) BAO
  • 62. Beyond spherical averaging • In the SDSS exercise you computed the spherical average of (r) to give an average distance DV. • With enough data we can do much better than that however… Bruce Bassett (SAAO/UCT) BAO
  • 63. The Beauty of Standard Volumes Radial Only works if the volume is big enough to measure dz Tangential Us Bruce Bassett (AIMS/SAAO/UCT) BAO
  • 64. BAO and AP • If we only know the volume is spherical, then we constrain the product H(z) dA(z) (the Alcock- Paczynski (AP) test) • If we also know the absolute sizes in both radial and tangential directions (like with BAO), we constrain both dA(z) and H(z) separately. • BAO thus provide an absolute AP test. Bruce Bassett (SAAO/UCT) BAO
  • 68. “Standard” is a Crucial Ingredient of Standard Rulers Bruce Bassett (SAAO/UCT) BAO
  • 69. BAO have provided the first ever low-z cosmic distance measure based on linear physics Bruce Bassett (SAAO/UCT) BAO
  • 70. J. Huchra Bruce Bassett (SAAO/UCT) BAO
  • 71. Complications A man falls from a window and on the way down someone asks…``how’s it going”? The man replies: “So far so good!” Cosmological Methods are similar – they have a free-fall zone and a hard, systematic “floor” where things get tough Bruce Bassett (AIMS/SAAO/UCT) BAO
  • 72. BAO and Nonlinearity Linear Prediction Nonlinearity moves the peak to smaller scales and broadens it. Why? Crocce et al Bruce Bassett (AIMS/SAAO/UCT) BAO
  • 73. Broadening Shift to smaller radius Bruce Bassett (SAAO/UCT) BAO KITPC - March 2009 Millenium Simulation, Springel et al
  • 74. (r) P(k) Bruce Bassett (AIMS/SAAO/UCT) BAO
  • 78. Calibrating Nonlinearity • Although it is (weakly) nonlinear, gravity is still quite clean (compare turbulent MHD in strong gravitational field) • Good reasons to believe the nonlinear effects can be calibrated at the 1% level for BAO/BAP • Still needs more theoretical and numerical study Bruce Bassett (AIMS/SAAO/UCT) BAO
  • 79. Photometric BAO Surveys It is tempting to want to just do an imaging survey instead of taking spectra Photometric BAO surveys primarily sacrifice H(z) information and need much larger volume to compete. Bruce Bassett (AIMS/SAAO/UCT) BAO
  • 80. Photometric surveys • Do we have to take spectra? This is slow and expensive… • If we don’t need accurate redshifts we can do multi-band imaging and compute photometric redshifts instead • This works by learning how the colours depend on redshift (as emission/absorption features move through the filters)
  • 81. Visualising the underlying physics z=0 r Flux (arbitrary units) i g For an LRG spectrum And SDSS Filter u Transmission z curves Wavelength (measured)
  • 82. Visualising the underlying physics z = 0.2 r Flux (arbitrary units) i g For an LRG spectrum And SDSS Filter u Transmission z curves Wavelength (measured)
  • 83. Visualising the underlying physics z = 0.4 r Flux (arbitrary units) i g For an LRG spectrum And SDSS Filter u Transmission z curves Wavelength (measured)
  • 84. Visualising the underlying physics z = 0.6 r Flux (arbitrary units) i g For an LRG spectrum And SDSS Filter u Transmission z curves Wavelength (measured)
  • 85. Visualising the underlying physics z = 0.8 r Flux (arbitrary units) i g For an LRG spectrum And SDSS Filter u Transmission z curves Wavelength (measured)
  • 86. Visualising the underlying physics z = 1.0 r Flux (arbitrary units) i g For an LRG spectrum And SDSS Filter u Transmission z curves Wavelength (measured)
  • 87. Visualising the underlying physics z = 1.2 r Flux (arbitrary units) i g For an LRG spectrum And SDSS Filter u Transmission z curves Wavelength (measured)
  • 88. Visualising the underlying physics z = 1.4 r Flux (arbitrary units) i g For an LRG spectrum And SDSS Filter u Transmission z curves Wavelength (measured)
  • 89. Visualising the underlying physics z = 1.6 r Flux (arbitrary units) i g For an LRG spectrum And SDSS Filter u Transmission z curves Wavelength (measured)
  • 90. 5 minute exercise: photometric redshifts • Given two non-overlapping, but contiguous top- hat filters of width and perfect transmission, covering the range 5000- 9000Å, work out the ratio of fluxes in the two bands as a function of z, for a crude approximation to an LRG spectrum consisting of two flat continuum regions with flux f1, f2 separated by a step at 4000Å. • How does the width of the filter determine the photo-z accuracy? Bruce Bassett (AIMS/SAAO/UCT) BAO
  • 91. BAO and photo-z errors Us Bruce Bassett (SAAO/UCT) BAO
  • 92. Increasing Photo-z Error Bruce Bassett (AIMS/SAAO/UCT) BAO
  • 93. Increasing Photo-z Error Bruce Bassett (AIMS/SAAO/UCT) BAO
  • 94. Increasing Photo-z Error Bruce Bassett (AIMS/SAAO/UCT) BAO
  • 95. Benitez et al Bruce Bassett (SAAO/UCT) BAO
  • 96. Benitez et al Bruce Bassett (AIMS/SAAO/UCT) BAO
  • 97. The Future for BAO • DES • BOSS • BigBOSS • LSST • EUCLID • WFIRST • SKA and other 21cm Bruce Bassett (SAAO/UCT) BAO KITPC - March 2009
  • 98. Conclusions • BAO/BAP measurements are arguably the cleanest probe of cosmic expansion we have • They can provide both distance, dA(z) and expansion rate, H(z) • There is a systematic floor beyond which nonlinearities, nonlinear bias, redshift distortions etc… must be carefully included but these also provide exciting opportunities if we can understand them fully… Bruce Bassett (AIMS/SAAO/UCT) BAO
  • 99. Fun Exercise • In groups of 2 or alone write pseudo-code to compute the spherically averaged (r) for the original SDSS data (available from me) • Data is RA, DEC, z • Use the simple estimator 1 + = DD/RR • The random catalogue is big (~106 points) Thanks to Dan Eisenstein Bruce Bassett (SAAO/UCT) BAO