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doi:10.1038/nature04805
The large-scale structure of the UniverseVolker Springel1, Carlos S. Frenk2 & Simon D. M. White1
Research over the past 25 years has led to the view that the rich tapestry of present-day cosmic structure
arose during the first instants of creation, where weak ripples were imposed on the otherwise uniform and
rapidly expanding primordial soup. Over 14 billion years of evolution, these ripples have been amplified
to enormous proportions by gravitational forces, producing ever-growing concentrations of dark matter
in which ordinary gases cool, condense and fragment to make galaxies. This process can be faithfully
mimicked in large computer simulations, and tested by observations that probe the history of the Universe
starting from just 400,000 years after the Big Bang.
The past two and a half decades have seen enormous advances in the
and is supported by a quantitative comparison of clustering5. Here we
study of cosmic structure, both in our knowledge of how it is manifest
review what we can learn from this excellent match.
in the large-scale matter distribution, and in our understanding of its
The early 1980s produced two audacious ideas that transformed a
origin. A new generation of galaxy surveys — the 2-degree Field Galaxy
speculative and notoriously uncertain subject into one of the most rap-
Redshift Survey, or 2dFGRS1, and the Sloan Digital Sky Survey, or SDSS2
idly developing branches of physics. The first was the proposal that the
— have quantified the distribution of galaxies in the local Universe with
ubiquitous dark matter that dominates large-scale gravitational forces
a level of detail and on length scales that were unthinkable just a few
consists of a new (and still unidentified) weakly interacting elemen-
years ago. Surveys of quasar absorption and of gravitational lensing have
tary particle. Because these particles are required to have small random
produced qualitatively new data on the distributions of diffuse inter-
velocities at early times, they were dubbed ‘cold dark matter' or CDM.
galactic gas and of dark matter. At the same time, observations of the
(Hot dark matter is also possible, for example a neutrino with a mass
cosmic microwave background radiation, by showing us the Universe
of a few tens of electron volts. Early cosmological simulations showed,
when it was only about 400,000 years old, have vindicated bold theoreti-
however, that the galaxy distribution in a universe dominated by such
cal ideas put forward in the 1980s regarding the contents of the Universe
particles would not resemble that observed6.) The second idea is ‘cosmic
and the mechanism that initially generated structure shortly after the
inflation'7, the proposal that the Universe grew exponentially for many
Big Bang. The critical link between the early, near-uniform Universe
doubling times perhaps 10–35 seconds after the Big Bang, driven by the
and the rich structure seen at more recent times has been provided
vacuum energy density of an effective scalar field that rolls slowly from
by direct numerical simulation. This has made use of the unremitting
a false to the true vacuum. Quantum fluctuations in this ‘inflaton' field
increase in the power of modern computers to create ever more realistic
are blown up to macroscopic scales and converted into genuine ripples
virtual universes: simulations of the growth of cosmic structure that
in the cosmic energy density. These weak seed fluctuations grow under
show how astrophysical processes have produced galaxies and larger
the influence of gravity and eventually produce galaxies and the cosmic
structures from the primordial soup. Together, these advances have led
web. Simple models of inflation predict the statistical properties of these
to the emergence of a ‘standard model of cosmology' which, although
primordial density fluctuations: their Fourier components should have
seemingly implausible, has nevertheless been singularly successful.
random and independent phases and a near-scale-invariant power spec-
Figure 1 strikingly illustrates how well this standard model can fit
trum8. Inflation also predicts that the present Universe should have a flat
nearby structure. The observational wedge plots at the top and at the
geometry. With concrete proposals for the nature of the dark matter and
left show subregions of the SDSS and 2dFGRS, illustrating the large
for the initial fluctuation distribution, the growth of cosmic structure
volume they cover in comparison to the ground-breaking Center for
became, for the first time, a well-posed problem that could be tackled
Astrophysics (CfA) galaxy redshift survey3 carried out during the 1980s
with the standard tools of physics.
(the central small wedge). These slices through the local three-dimen-
The backbone of the cosmic web is the clumpy yet filamentary dis-
sional galaxy distribution reveal a tremendous richness of structure.
tribution of dark matter. The presence of dark matter was first inferred
Galaxies, groups and clusters are linked together in a pattern of sheets
from the dynamics of galaxy clusters by Zwicky9. But it took over half a
and filaments that is commonly known as the ‘cosmic web'4. A handful
century for dark matter to become an integral part of our view of galaxies
of particularly prominent aggregations clearly stand out in these images,
and of the Universe as a whole, and for its average density to be estimated
the largest containing of the order of 10,000 galaxies and extending for
reliably. Today, the evidence for the pervasive presence of dark matter
several hundred million light years. The corresponding wedge plots
is overwhelming and includes galactic rotation curves, the structure of
at the right and at the bottom show similarly constructed surveys of a
galaxy groups and clusters, large-scale cosmic flows and, perhaps most
virtual universe, the result of a simulation of the growth of structure and
directly, gravitational lensing, a phenomenon first proposed as an astro-
of the formation of galaxies in the current standard model of cosmology.
nomical tool by Zwicky himself10. The distorted images of background
The examples shown were chosen among a set of random ‘mock surveys'
galaxies as their light travels near mass concentrations reveal the pres-
to have large structures in similar positions to the real surveys. The
ence of dark matter in the outer haloes of galaxies11,12, in galaxy clusters13
similarity of structure between simulation and observation is striking,
and in the general mass field14.
1Max-Planck-Institute for Astrophysics, Karl-Schwarzschild-Strasse 1, 85740 Garching, Germany. 2Institute for Computational Cosmology, Department of Physics, University of Durham, South Road, Durham DH1 3LE, UK.
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Figure 1 The galaxy distribution obtained from
spectroscopic redshift surveys and from mock
catalogues constructed from cosmological
simulations. The small slice at the top shows the
CfA2 ‘Great Wall'3, with the Coma cluster at the
centre. Drawn to the same scale is a small section
of the SDSS, in which an even larger ‘Sloan
Great Wall' has been identified100. This is one of
the largest observed structures in the Universe,
containing over 10,000 galaxies and stretching
over more than 1.37 billion light years. The cone
on the left shows one-half of the 2dFGRS, which
determined distances to more than 220,000
galaxies in the southern sky out to a depth of
2 billion light years. The SDSS has a similar
depth but a larger solid angle and currently
includes over 650,000 observed redshifts in the
northern sky. At the bottom and on the right,
mock galaxy surveys constructed using semi-
analytic techniques to simulate the formation
and evolution of galaxies within the evolving
dark matter distribution of the ‘Millennium'
simulation5 are shown, selected with matching
survey geometries and magnitude limits.
When expressed in units of the critical density required for a flat cos-
low estimates of the mean matter density
Ω are incompatible with the
mic geometry, the mean density of dark matter is usually denoted by
flat geometry predicted by inflation unless the Universe contains an
Ω . Although a variety of dynamical tests have been used to constrain
additional unclustered and dominant contribution to its energy density,
Ω , in general such tests give ambiguous results because velocities are
for example a cosmological constant
Λ such that
Ω +
Ω ≈ 1. Two large-
induced by the unseen dark matter and the relation of its distribution
scale structure surveys carried out in the late 1980s, the APM (automated
to that of the visible tracers of structure is uncertain. The notion of a
photographic measuring) photographic survey23 and the QDOT redshift
substantial bias in the galaxy distribution relative to that of dark matter
survey of infrared galaxies24, showed that the power spectrum of the
was introduced in the 1980s to account for the fact that different samples
galaxy distribution, if it traces that of the mass on large scales, can be
of galaxies or clusters are not directly tracing the underlying matter
fitted by a simple CDM model only if the matter density is low,
Ω ≈ 0.3.
distribution15–17. Defined simply as the ratio of the clustering strengths,
This independent confirmation of the dynamical arguments led many
the ‘bias function' was also invoked to reconcile low dynamical estimates
to adopt the now standard model of cosmology,
ΛCDM.
for the mass-to-light ratio of clusters with the high global value required
It was therefore with a mixture of amazement and
déjà vu that cos-
in the theoretically preferred flat,
Ω = 1 universe. But because massive
mologists greeted the discovery in 1998 of an accelerated cosmic expan-
clusters must contain approximately the universal mix of dark matter
sion25,26. Two independent teams used distant type Ia supernovae to
and baryons (ordinary matter), this uncertainty is neatly bypassed by
perform a classical observational test. These ‘standard candles' can be
comparing the measured baryon fraction in clusters with the universal
observed out to redshifts beyond 1. Those at
z ≥ 0.5 are fainter than
fraction under the assumption that the mean baryon density,
Ω , is the
expected, apparently indicating that the cosmic expansion is currently
value inferred from Big Bang nucleosynthesis18. Applied to the Coma
speeding up. Within the standard Friedmann cosmology, there is only
cluster, this simple argument gave
Ω ≤ 0.3 where the inequality arises
one agent that can produce an accelerating expansion: the cosmological
because some or all of the dark matter could be baryonic18. This was
constant first introduced by Einstein, or its possibly time- or space-
the first determination of
Ω < 1 that could not be explained away by
dependent generalization, ‘dark energy'. The supernova evidence is
invoking bias. Subsequent measurements have confirmed the result19
consistent with
Ω ≈ 0.7, just the value required for the flat universe
which also agrees with recent independent estimates based, for example,
predicted by inflation.
on the relatively slow evolution of the abundance of galaxy clusters20,21 or
The other key prediction of inflation, a density fluctuation field con-
on the detailed structure of fluctuations in the microwave background
sistent with amplified quantum noise, received empirical support from
the discovery by the COsmic Background Explorer (COBE) satellite in
The mean baryon density implied by matching Big Bang nucle-
1992 of small fluctuations in the temperature of the cosmic microwave
osynthesis to the observed abundances of the light elements is
background (CMB) radiation27. These reflect primordial density fluc-
only
Ω h2 ≈ 0.02, where
h denotes the Hubble constant in units of
tuations, modified by damping processes in the early Universe which
100 km s–1 Mpc–1. Dynamical estimates, although subject to bias uncer-
depend on the matter and radiation content of the Universe. More recent
tainties, have long suggested that
Ω =
Ω +
Ω ≈ 0.3, implying that the
measurements of the CMB28–32 culminating with those by the WMAP
dark matter cannot be baryonic. Plausibly it is made up of the hypotheti-
(Wilkinson Microwave Anisotropy Probe) satellite22 have provided a
cal elementary particles postulated in the 1980s, for example axions or
striking confirmation of the inflationary CDM model: the measured
the lowest mass supersymmetric partner of the known particles. Such
temperature fluctuation spectrum is nearly scale-invariant on large
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scales and has a series of ‘acoustic' peaks that reflect the coherent oscil-
the pattern already present in the gaussian random field of initial fluc-
lations experienced by the photon–baryon fluid before the moment
tuations4. The first observable objects were probably massive stars col-
when the primordial plasma recombined and the radiation escaped.
lapsing in small haloes and switching on at redshifts of 50 and higher43.
The fluctuation spectrum depends on the parameters that define the
By a redshift of 15 these may have been sufficiently numerous for their
geometry and content of the Universe and the initial fluctuation distri-
radiation to re-ionize all the gas in the Universe44. So far they have not
bution, so their values are constrained by the data. In practice, there are
been observed directly, but it is one of the main goals of the next genera-
degeneracies among the parameters, and the strongest constraints come
tion of low-frequency radio telescopes to observe their effects directly in
from combining the CMB data with other large-scale structure data-
the strongly redshifted 21-cm transition of neutral hydrogen.
sets. Present estimates22,33–36 give a flat universe with
Ω = 0.20 ± 0.020,
Detailed simulations from
ΛCDM initial conditions have been used
Ω = 0.042 ± 0.002,
Ω = 0.76 ± 0.020,
h = 0.74 ± 0.02. The consistency
to study the formation of the first luminous objects and the re-ionization
of these values with other independent determinations and the close
of the Universe, but these still await testing against observation44,45. In
agreement of the CMB data with theoretical predictions formulated
contrast, predictions for the structure, the ionization state and the heavy
over 20 years earlier37 belong amongst the most remarkable successes
element content of intergalactic gas at redshifts below 6 can be checked
of modern cosmology.
in detail against absorption features observed in the spectra of distant quasars which provide, in effect, a one-dimensional topographic image
The growth of large-scale structure
of the intervening large-scale structure.
The microwave background radiation provides a clear picture of the
As an example, Fig. 2 shows a typical high-resolution spectrum of
young Universe, where weak ripples on an otherwise uniform sea dis-
a distant quasar at redshift
z = 3.26. At shorter wavelengths than the
play a pattern that convincingly supports our standard model for the
Lyman α emission line of the quasar, there is a ‘forest' of absorption lines
cosmic mass/energy budget and for the process that initially imprinted
of differing strength. The modern interpretation is that these features
cosmic structure. At that time there were no planets, no stars, no galax-
arise from Lyman α absorption by the smoothly varying distribution of
ies, none of the striking large-scale structures seen in Fig. 1. The rich-
foreground intergalactic hydrogen, in effect from the filaments, sheets
ness of the observed astronomical world grew later in a complex and
and haloes of cosmic structure. It was a conceptual breakthrough, and
highly nonlinear process driven primarily by gravity. This evolution
an important success for the CDM paradigm, when hydrodynamical
can be followed in detail only by direct numerical simulation. Early
simulations showed that this interpretation could explain in detail
simulations were able to reproduce qualitatively the structure observed
the observed statistics of the absorption lines38,46. Considerable recent
both in large galaxy surveys and in the intergalactic medium16,38. They
advances both in the quality and in the quantity of data available have
motivated the widespread adoption of the CDM model well before
made it possible to measure a variety of statistics for the Lyman α forest
it gained support from microwave background observations. Many
as a function of redshift to high precision47–49. Comparing with appro-
physical processes affect galaxy formation, however, and many aspects
priately designed numerical simulations has provided strong confirma-
must be treated schematically within even the largest simulations. The
tion of the underlying paradigm at a level that is remarkable, given the
resulting uncertainties are best estimated by exploring a wide range
evidence that intergalactic gas is contaminated with galaxy ejecta in a
of plausible descriptions and checking results against observations of
way that the simulations do not yet adequately reproduce36,50–52. This
many different types. The main contribution of early CDM galaxy for-
approach has also helped to strengthen constraints on the paradigm's
mation modelling was perhaps the dethroning of the ‘island universe' or
parameters, in particular on the spectrum of fluctuations produced by
‘monolithic collapse' paradigm and the realization that galaxy formation
inflation and on the masses of neutrinos.
is a process extending from early times to the present day, rather than
At lower redshift direct and quantitative measures of large-scale struc-
an event that occurred in the distant past39.
ture can be obtained from the weak, coherent distortions of the images
In a
ΛCDM universe, quasi-equilibrium dark matter clumps or
of faint galaxies induced by gravitational lensing as their light travels
‘haloes' grow by the collapse and hierarchical aggregation of ever more
through the intervening cosmic web53. The distortions depend only on
massive systems, a process described surprisingly well by the phenom-
the gravitational field in intergalactic space and so lensing data test pre-
enological model of Press and Schechter and its extensions40,41. Galaxies
dictions for the mass distribution in a way that is almost independent of
form at the centres of these dark haloes by the cooling and condensation
the complex astrophysics that determines the observable properties of
of gas which fragments into stars once it becomes sufficiently dense42.
galaxies. The lensing effect is very weak, but can be measured statistically
Groups and clusters of galaxies form as haloes aggregate into larger sys-
to high precision with large enough galaxy samples.
tems. They are arranged in the ‘cosmic web', the larger-scale pattern of
As an example, Fig. 3 shows a measure of the mean square coherent
filaments and sheets which is a nonlinear gravitational ‘sharpening' of
distortion of distant galaxy images within randomly placed circles on the
Figure 2 The Lyman α forest as a probe of
large-scale structure. The panel on the top
shows a typical high-resolution spectrum
of a quasar at redshift z = 3.62. Shortward
of the redshifted Lyman α emission line at
1216(1 + z) Å, the spectrum shows a ‘forest'
of absorption lines of different strength
produced by intervening neutral hydrogen
gas along the line-of-sight from the quasar
Observed wavelength [Å]
to the Earth. Hydrodynamical simulations
reproduce the observed absorption spectra
with remarkable fidelity, as illustrated by
the simulated spectrum in the bottom panel,
corresponding to intervening large-scale
structure at z ≈ 3. The sketch in the middle
panel shows an example of the gas distribution
in a simulated ΛCDM model.
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attempted to describe the relation between the galaxy and mass distribu-tions by a bias function. Recent data suggest that this concept is of lim-ited value, except, perhaps, on the largest scales; bias estimates depend not only on scale, redshift and galaxy properties, but also on the particu-lar measure of clustering studied. Understanding the link between the mass and galaxy distributions requires realistic simulations of the galaxy formation process throughout large and representative regions of the Universe. Given the complexity of galaxy formation, such simulations
must be tuned ‘by hand' to match as many of the observed properties
of galaxies as possible. Only if clustering turns out to be insensitive to
such tuning can we consider the portrayal of large-scale structure to be robust and realistic.
In Fig. 4, we show the time evolution of the mass and galaxy distribu-
tions in a small subregion of the largest simulation of this type yet5. The emergence of the cosmic web can be followed in stunning detail, produc-ing a tight network of filaments and walls surrounding a foam of voids. This characteristic morphology was seen in the first generation of cold dark matter simulations carried out over 20 years ago16, but the match was not perfect; the recipe adopted to relate the galaxy and mass distri-
butions was too crude to reproduce in detail the clustering of galaxies. It
has taken models like those of Fig. 4 to explain why the observed galaxy
autocorrelation function is close to a power law whereas the simulated
Figure 3 Variance of the weak lensing shear as a function of top-hat
dark matter autocorrelation function shows significant features5,57.
smoothing scale. The data points show recent measurements from the
Simulated autocorrelation functions for dark matter and for galaxies
VIRMOS survey54. The solid line gives the predicted signal for the nonlinear
are shown in Fig. 5 for the same times imaged in Fig. 4. The shape differ-
mass distribution in the standard ΛCDM model (normalized so that the
linear mass overdensity in spheres of radius 8 h–1 Mpc is σ = 0.84), and the
ence between the two is very evident, and it is remarkable that at
z = 0 the
dashed line shows a linear extrapolation based on the structure present
power-law behaviour of the galaxy correlations extends all the way down
at early times. Because the weak lensing shear depends sensitively on the
to 10 kpc, the observed size of galaxies. Similar behaviour has recently
nonlinear clustering of the total mass distribution, it provides a particularly
been found for luminous red galaxies in the Sloan Digital Sky Survey58.
powerful probe of cosmology. Figure courtesy of Ludo van Waerbeke.
The galaxy distribution in this simulation also reproduces the observed dependence of present-day clustering on luminosity and colour5 as well
sky as a function of the radius of those circles54. Clearly, the distortion is
as the observed galaxy luminosity functions, the observationally inferred
detected with very high significance. The two curves show the predicted
formation histories of elliptical galaxies, and the bimodal colour-mag-
signal in the standard
ΛCDM model based on (i) detailed simulations
nitude distribution observed for galaxies59,60.
of the growth of structure in the dark matter distribution, and (ii) a
A striking feature of Fig. 4 is the fact that while the growth of large-
simple linear extrapolation from the structure present at early times.
scale structure is very clear in the mass distribution, the galaxy distri-
Nonlinear effects are strong because the distortions are dominated by
butions appear strongly clustered at all times. This difference shows up
the gravity of individual dark matter haloes. Meaningful comparison
dramatically in the autocorrelation functions plotted in Fig. 5 and has
between theory and observation thus requires high-precision large-scale
been a prediction of CDM theories since the first simulations including
structure simulations, and generating these constitutes a great numerical
crude bias recipes16. A decade later when direct measurements of gal-
challenge. Similar lensing measurements, but now within circles centred
axy clustering at redshifts as high as
z ≈ 3–4 found "surprisingly" large
on observed galaxies (rather than random points), can be used to deter-
amplitudes, comparable to those found in the present-day Universe61,62,
mine the average total mass surrounding galaxies as a function of radius,
the results turned out to be in good agreement with estimates based on
redshift and galaxy properties55. This wealth of information can only be
more detailed modelling of galaxy formation in a CDM universe63,64.
interpreted by simulations that follow both the dark matter distribution
In effect, the galaxies already outline the pattern of the cosmic web at
and the formation and evolution of the galaxy population.
early times, and this pattern changes relatively little with the growth of
The Lyman α forest and gravitational lensing thus provide windows
structure in the underlying dark matter distribution.
onto the large-scale structure of the Universe that complement those obtained from galaxy surveys by extending the accessible redshift range
Could the standard model be wrong?
and, more importantly, by measuring the structure in the diffuse gas
Given the broad success of the
ΛCDM model, is it conceivable that it
and in the total mass distribution rather than in the distribution of gal-
might be wrong in a significant way requiring a fundamental revision?
axies. In principle, these measures should have different (and perhaps
The concordance of experimental results relying on a variety of physi-
weaker) sensitivity to the many uncertain aspects of how galaxies form.
cal effects and observed over a wide range of cosmic epochs suggests
Remarkably, all three measures are consistent both with each other and
that this is unlikely. Nevertheless, it is clear that some of the most fun-
with the standard model at the level that quantitative comparison is
damental questions of cosmology (what is the dark matter? the dark
energy?) remain unanswered. In addition, some of the key observational
Galaxy surveys such as those illustrated in Fig. 1 contain an enor-
underpinnings of the model still carry worrying uncertainties. Can we
mous amount of information about large-scale structure. The strength
use our ever-improving measurements of large-scale structure to carry
of clustering is known to depend not only on galaxy luminosity, colour,
out critical tests?
morphology, gas content, star-formation activity, type and strength of
Perhaps the deepest reason to be suspicious of the paradigm is the
nuclear activity and halo mass, but also on the spatial scale considered
apparent presence of a dark energy field that contributes 70% of the
and on redshift. Such dependences reflect relations between the forma-
Universe's content and has, for the past 5 billion years or so, driven
tion histories of galaxies and their larger-scale environment. Some (for
an accelerated cosmic expansion. Dark energy is problematic from a
example, the dependence on halo or galaxy mass) are best thought of as
field theoretical point of view65. The simplest scenario would ascribe a
deriving from the statistics of the initial conditions. Others (for example
vacuum energy to quantum loop corrections at the Planck scale,
hc5/
G,
the dependence on nuclear or star-formation activity) seem more natu-
which is of the order of 1019 GeV, where gravity should unify with the
rally associated with late-time environmental influences. Early studies
other fundamental forces. This is more than 120 orders of magnitude
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Figure 4 Time evolution of the cosmic large-
scale structure in dark matter and galaxies,
obtained from cosmological simulations of the
ΛCDM model. The panels on the left show the
projected dark matter distribution in slices
of thickness 15 h–1 Mpc, extracted at redshifts
z = 8.55, z = 5.72, z = 1.39 and z = 0 from the
Millennium N-body simulation of structure
formation5. These epochs correspond to times of
600 million, 1 billion, 4.7 billion and 13.6 billion
years after the Big Bang, respectively. The colour
hue from blue to red encodes the local velocity
T = 0.6 Gyr
T = 0.6 Gyr
dispersion in the dark matter, and the brightness
of each pixel is a logarithmic measure of the
projected density. The panels on the right show
the predicted distribution of galaxies in the same
region at the corresponding times obtained by
applying semi-analytic techniques to simulate
galaxy formation in the Millennium simulation5.
Each galaxy is weighted by its stellar mass, and
the colour scale of the images is proportional to
the logarithm of the projected total stellar mass.
The dark matter evolves from a smooth, nearly
uniform distribution into a highly clustered state,
quite unlike the galaxies, which are strongly
T = 1.0 Gyr
clustered from the start.
T = 1.0 Gyr
T = 4.7 Gyr
T = 4.7 Gyr
150
h–1 Mpc
T = 13.6 Gyr
150
h–1 Mpc
T = 13.6 Gyr
larger than the value required by cosmology. Postulating instead a con-
Interestingly, it has also been pointed out that without the evidence
nection to the energy scale of quantum chromodynamics would still
for accelerated expansion from type Ia supernovae, a critical density
leave a discrepancy of some 40 orders of magnitude. A cosmological
Einstein–de Sitter universe can give a good account of observations of
dark energy field that is so unnaturally small compared with these par-
large-scale structure provided the assumption of a single power law for
ticle physics scales is a profound mystery.
the initial inflationary fluctuation spectrum is dropped, a small amount
The evidence for an accelerating universe provided by type Ia super-
of hot dark matter is added, and the Hubble parameter is dropped to the
novae relies on a purely phenomenological calibration of the relation
perhaps implausibly low value
h ≈ 0.45 (ref. 70).
between the peak luminosity and the shape of the light curve. It is this
The CMB temperature measurements provide particularly compelling
that lets these supernovae be used as an accurate standard candle. Yet
support for the paradigm. The WMAP temperature maps do, however,
this relation is not at all understood theoretically. Modern simulations
show puzzling anomalies that are not expected from gaussian fluctua-
of thermonuclear explosions of white dwarfs suggest that the peak lumi-
tions71–73, as well as large-scale asymmetries that are equally unexpected
nosity should depend on the metallicity of the progenitor star66,67. This
in an isotropic and homogeneous space74,75. Although these signals could
could, in principle, introduce redshift-dependent systematic effects,
perhaps originate from foregrounds or residual systematics, it is curious
which are not well constrained at present. Perhaps of equal concern is the
that the anomalies seem well matched by anisotropic Bianchi cosmologi-
observation that the decline rate of type Ia supernovae correlates with
cal models, although the models examined so far require unacceptable
host galaxy type68,69, in the sense that the more luminous supernovae
cosmological parameter values76. Further data releases from WMAP
(which decline more slowly) are preferentially found in spiral galaxies.
and future CMB missions such as PLANCK will shed light on these
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peculiarities of the current datasets. Perhaps the anomalous effects will
subhaloes invisible86,87. Gravitational lensing measurements may offer
go away; or they could be the first signs that the standard model needs
a test of this explanation88. Lensing also allows independent determina-
tions of halo density profiles, a method that has in fact led to new chal-
The unknown nature of the dark matter is another source of concern.
lenges for
ΛCDM. Recent results on cluster scales favour steeper inner
Is the dark matter really ‘cold' and non-interacting, and is it really dark?
mass profiles than expected, but the significance of this discrepancy
Does it exist at all? Until the posited elementary particles are discovered,
is unclear because of uncertainties originating in halo triaxiality and
we will not have definitive answers to these questions. Already there
are hints of more complicated possibilities. It has been suggested, for instance, that the γ-ray excess flux recently detected in the direction
Future tests of large-scale structure and cosmology
of the Galactic Centre77 might be due to self-annihilating dark matter
Very few of the important questions in cosmology and large-scale
particles78, an idea that is, in principle, plausible for a range of dark mat-
structure can be regarded as closed. The recent history of the subject
ter candidates in supersymmetric field theories. Alternative theories of
provides a vivid reminder of how new theoretical insights and/or new
gravity, most notably modified newtonian dynamics (MOND)79 have
observational datasets can quickly overturn conventional wisdom in
been proposed to do away with the need for dark matter altogether.
rapidly advancing fields of science. At the present time, the two out-
Although MOND can explain the rotation curves of galaxies, on other
standing questions are the identity of the dark matter and the nature
scales the theory does not seem to fare so well. For example, although
of the dark energy.
it can account for the total mass in galaxy clusters, MOND requires the
There is every reason to be optimistic about the prospects of detecting
presence of large amounts of unseen material within the central few
cold dark matter particles from the halo of our Galaxy, either directly in
kiloparsecs of the cluster cores80. It has yet to be demonstrated convinc-
laboratory searches or indirectly through particle annihilation radiation.
ingly that MOND can reproduce observed large-scale structure start-
Additionally, if cold dark matter is indeed a supersymmetric particle,
ing from the initial conditions imaged in the CMB and so pass the test
evidence for its existence may be forthcoming from experiments at
illustrated in Fig. 1.
CERN's large-hadron collider90.
At present the strongest challenge to
ΛCDM arises not from large-
Unravelling the nature of the dark energy is a much more daunting
scale structure, but from the small-scale structure within individual
task. A strategy that has gained momentum in recent years is to set
galaxies. It is a real possibility that the model could be falsified by meas-
tighter empirical constraints on the amount of dark energy and on its
urements of the distribution and kinematics of matter within galaxies,
possible time evolution. Large projects such as the Joint Dark Energy
and some astronomers argue that this has, in fact, already happened. The
Mission, currently at an early design phase by NASA, are being planned
internal structure of dark matter haloes predicted by the
ΛCDM model
to measure the equation of state parameter,
w = P/(ρc2), of the dark
can be calculated quite precisely from high-resolution simulations.
energy, where
P is the ‘dark pressure' of the vacuum, and its time evolu-
These predict the survival of a large number of self-bound substruc-
tion,
w' = d
w/d
z. The hope is that such empirical constraints will clarify
tures which orbit within haloes81,82, as well as a universal halo density
the nature of the dark energy and perhaps point to a field-theoretical
profile which is cusped in the middle, corresponding to a steeply rising
explanation. The range of possibilities is large. We might find that the
rotation curve83. Unfortunately, the effects of galaxy formation within
dark energy interacts with the dark matter, or that the dark energy is not
a dark matter halo are difficult to calculate, accounting, in part, for the
a field at all but rather a manifestation of some nonlinear effect within
lively debate that continues to rage over whether the measured rotation
general relativity or one of its extensions.
curves of dwarf and low surface brightness galaxies are in conflict with
Progress towards constraining dark energy is likely to come both from
the theory84,85. The second contentious issue on galaxy scales, the small
refinements of classical cosmological probes and from entirely new ways
number of observed satellites, may have been resolved by identifying
to study large-scale structure. Examples in the first category include
astrophysical processes that could have rendered most of the surviving
measuring the abundance of galaxy clusters as a function of cosmic time. This probes the growth of the mass fluctuation spectrum and the variation of the cosmological volume element91. Extending such meas-
urements to redshifts
z ≥ 1 may set useful constraints on the dark energy
equation of state, provided systematic effects can be kept under control.
Also promising are observations of high-redshift type Ia supernovae for
much larger samples than have been accumulated so far. Again, it will be
crucial to control systematic effects. The PLANCK satellite mission and
subsequent polarization-optimized experiments will make definitive
measurements of the CMB and perhaps unlock some of its last secrets.
Examples of new tests of the large-scale structure include weak lensing
tomography and the study of baryon oscillations in the matter distribu-tion at late times. The physical mechanism that generated acoustic peaks
in the CMB temperature power spectrum also imprinted an oscillatory
r (
h–1 Mpc)
r (
h–1 Mpc)
feature in the linear power spectrum of the dark matter92. The Virgo consortium's Millennium simulation, illustrated in Fig. 1 and Fig. 4,
Figure 5 Two-point correlation function of galaxies and dark matter at
demonstrated that the oscillations survive the destructive influence of
different epochs, in the Millennium simulation of structure formation5. The
panel on the left gives the I-band galaxy correlation function ξ (selected
nonlinear gravitational evolution even to the present day, albeit in dis-
according to M – 5 log h < –20 in the rest-frame) at redshifts z = 8.55,
torted form5. Most importantly, this simulation also demonstrated that
z = 5.72, z = 1.39 and z = 0 (corresponding to the epochs depicted in Fig. 4).
these ‘baryon wiggles' should be visible in suitably selected galaxy sam-
The panel on the right shows the dark matter correlation functions at the
ples. Early indications suggest that the baryon oscillations in the galaxy
same epochs. For comparison, the present-day dark matter correlation
distribution have, in fact, been detected in the 2dFGRS and SDSS93–95,
function is also drawn as a dashed line in the left panel. At z = 8.55, only
although at comparatively low statistical significance.
data for r > 200 h–1 kpc are shown because the finite numerical resolution of
A recent study using Virgo's earlier Hubble volume simulations
the simulation precludes an accurate representation of the mass distribution
showed that the baryon wiggles should also be detectable in galaxy
on smaller scales than this at early times. The galaxy correlation function
cluster samples96. The length scale of the wiggles is a ‘standard ruler'
has a near power-law behaviour over several orders of magnitude and has
almost equal strength at z = 8.55 and z = 0. By contrast, the dark matter
which, when observed at different redshifts, constrains the geometry
correlation function grows by a large factor over this time span, and has a
and expansion history of the Universe and thus the dark energy equation
different shape from the galaxy correlation function.
of state. An example of what may be possible in the future is illustrated
2006
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NATURE Vol 440 27 April 2006
Starobinsky, A. A. Dynamics of phase transition in the new inflationary universe scenario
and generation of perturbations.
Phys. Lett. B 117, 175–178 (1982).
4π ,
z < 0.58
Zwicky, F. Die Rotverschiebung von extragalaktischen Nebeln.
Helv. Phys. Acta 6, 110–127
(1933).
π/4 ,
z < 1.3
10. Zwicky, F. Nebulae as gravitational lenses.
Phys. Rev. 51, 290 (1937).
et al. Weak lensing with Sloan Digital Sky Survey commissioning data: the
galaxy-mass correlation function to 1
H–1 Mpc.
Astron. J. 120, 1198–1208 (2000).
12. Wilson, G., Kaiser, N., Luppino, G. A. & Cowie, L. L. Galaxy halo masses from galaxy–galaxy
lensing.
Astrophys. J. 555, 572–584 (2001).
13. Clowe, D., Luppino, G. A., Kaiser, N. & Gioia, I. M. Weak lensing by high-redshift clusters of
galaxies. I. Cluster mass reconstruction.
Astrophys. J. 539, 540–560 (2000).
14. Van Waerbeke, L.
et al. Cosmic shear statistics and cosmology.
Astroparticle Phys. 374,
757–769 (2001).
15. Kaiser, N. On the spatial correlations of Abell clusters.
Astrophys. J. Lett. 284, L9–L12
16. Davis, M., Efstathiou, G., Frenk, C. S. & White, S. D. M. The evolution of large-scale
structure in a universe dominated by cold dark matter.
Astrophys. J. 292, 371–394 (1985).
Bardeen, J. M., Bond, J. R., Kaiser, N. & Szalay, A. S. The statistics of peaks of Gaussian
random fields.
Astrophys. J. 304, 15–61 (1986).
18. White, S. D. M., Navarro, J. F., Evrard, A. E. & Frenk, C. S. The baryon content of galaxy
clusters — a challenge to cosmological orthodoxy.
Nature 366, 429 (1993).
19. Allen, S. W., Schmidt, R. W., Fabian, A. C. & Ebeling, H. Cosmological constraints from the
local X-ray luminosity function of the most X-ray-luminous galaxy clusters.
Mon. Not. R.
Astron. Soc. 342, 287–298 (2003).
20. Eke, V. R., Cole, S., Frenk, C. S. & Patrick Henry, J. Measuring Ω using cluster evolution.
Mon. Not. R. Astron. Soc. 298, 1145–1158 (1998).
et al. Measuring
Ω with the ROSAT Deep Cluster Survey.
Astrophys. J. 561,
13–21 (2001).
22. Spergel, D. N.
et al. First-year Wilkinson Microwave Anisotropy Probe (WMAP)
r (
h –1
Mpc)
observations: determination of cosmological parameters.
Astrophys. J. Suppl. 148, 175–194
(2003).
Figure 6 The large-scale autocorrelation function of rich clusters. The
23. Efstathiou, G., Sutherland, W. J. & Maddox, S. J. The cosmological constant and cold dark
two curves give the correlation function of clusters with X-ray temperature
matter.
Nature 348, 705–707 (1990).
kT > 5 keV in light-cones constructed from the Hubble volume ΛCDM
24. Saunders, W., Frenk, C., Rowan-Robinson, M., Lawrence, A. & Efstathiou, G. The density
simulation101. The red line shows results for 124,000 clusters in a spherical
field of the local universe.
Nature 349, 32–38 (1991).
light-cone out to z = 0.58, and the blue line shows results for 190,000
et al. Measurements of omega and lambda from 42 high-redshift
supernovae.
Astrophys. J. 517, 565–586 (1999).
clusters in a light-cone of opening angle π/2 extending out to z = 1.3. The
26. Riess, A. G.
et al. Observational evidence from supernovae for an accelerating universe and
error bars are Poisson errors. The black line shows the results of linear
a cosmological constant.
Astron. J. 116, 1009–1038 (1998).
theory scaled by the bias appropriate for the z = 0.58 sample. Nonlinear
et al. Structure in the COBE differential microwave radiometer first-year maps.
effects are responsible for the slight displacement of the position of the
Astrophys. J. Lett. 396, L1–L5 (1992).
bump in the simulations relative to the position given by linear theory.
et al. A flat Universe from high-resolution maps of the cosmic microwave
Figure courtesy of Raul Angulo.
background radiation.
Nature 404, 955–959 (2000).
et al. MAXIMA-1: A measurement of the cosmic microwave background
anisotropy on angular scales of 10–5.
Astrophys. J. Lett. 545, L5–L9 (2000).
30. Netterfield,
et al. A measurement by BOOMERANG of multiple peaks in the angular
in Fig. 6, which shows the autocorrelation function of galaxy clusters in
power spectrum of the cosmic microwave background.
Astrophys. J. 571, 604–614 (2002).
light-cones constructed from the Hubble volume
ΛCDM simulation.
et al. Detection of polarization in the cosmic microwave background using
The bump visible at a separation of 100
h–1 Mpc is the baryon feature
DASI.
Nature 420, 772–787 (2002).
that translates into a series of peaks when Fourier-transformed to give
et al. Measurement of polarization with the Degree Angular Scale
Interferometer.
Nature 420, 763–771 (2002).
the power spectrum. New generations of galaxy and cluster surveys
33. Contaldi, C. R., Hoekstra, H. & Lewis, A. Joint cosmic microwave background and weak
will target these oscillations and use them to constrain the evolution
lensing analysis: constraints on cosmological parameters.
Phys. Rev. Lett. 90, 221303
of dark energy.
et al. The three-dimensional power spectrum of galaxies from the Sloan
In the more distant future, there are hopes that one day we will be able
Digital Sky Survey.
Astrophys. J. 606, 702–740 (2004).
to probe the inflationary epoch directly by detecting the predicted back-
et al. Cosmological parameters from cosmic microwave background
ground of gravitational waves97,98. Not only would this provide strong
measurements and the final 2dF Galaxy Redshift Survey power spectrum.
Mon. Not. R.
Astron. Soc. 366, 189–207 (2006).
evidence that inflation really happened but it would also rule out certain
et al. Cosmological parameter analysis including SDSS Ly-α forest and galaxy
cosmological models inspired by string theory in which the collision of
bias: Constraints on the primordial spectrum of fluctuations, neutrino mass, and dark
branes leads to the formation of our Universe. These predict a very weak
energy.
Phys. Rev. D 71, 103515 (2005).
gravitational wave background99.
37. Sunyaev, R. A. & Zeldovich, Y. B. Small-scale fluctuations of relic radiation.
Astrophys. Space
Sci. 7, 3–19 (1970).
In the meantime, astrophysical studies of large-scale structure will
38. Cen, R., Miralda-Escude, J., Ostriker, J. P. & Rauch, M. Gravitational collapse of small-scale
continue to grow and to diversify, focusing on new issues such as the
structure as the origin of the Lyman-α forest.
Astrophys. J. Lett. 437, L9–L12 (1994).
nature and evolution of nonlinear structure during the first billion years
39. White, S. D. M. & Frenk, C. S. Galaxy formation through hierarchical clustering.
Astrophys. J.
379, 52–79 (1991).
where we currently have no direct observations. No doubt new obser-
40. Press, W. H. & Schechter, P. Formation of galaxies and clusters of galaxies by self-similar
vations will continue to surprise us. Today, through the joint mysteries
gravitational condensation.
Astrophys. J. 187, 425–438 (1974).
of dark matter and dark energy, cosmology arguably poses some of the
41. Lacey, C. & Cole, S. Merger rates in hierarchical models of galaxy formation.
Mon. Not. R.
Astron. Soc. 262, 627–649 (1993).
most fundamental and exciting challenges of contemporary science. ■
42. White, S. D. M. & Rees, M. J. Core condensation in heavy halos: A two-stage theory for
galaxy formation and clustering.
Mon. Not. R. Astron. Soc. 183, 341–358 (1978).
et al. The 2dF Galaxy Redshift Survey: spectra and redshifts.
Mon. Not. R. Astron.
43. Reed, D. S.
et al. The first generation of star-forming haloes.
Mon. Not. R. Astron. Soc. 363,
Soc. 328, 1039–1063 (2001).
393–404 (2005).
York, D. G.
et al. The Sloan Digital Sky Survey: Technical summary.
Astron. J. 120, 1579–1587
44. Ciardi, B., Ferrara, A. & White, S. D. M. Early reionization by the first galaxies.
Mon. Not. R.
Astron. Soc. 344, L7–L11 (2003).
Geller, M. J. & Huchra, J. P. Mapping the universe.
Science 246, 897–903 (1989).
45. Abel, T., Bryan, G. L. & Norman, M. L. The formation of the first star in the Universe.
Science
Bond, J. R., Kofman, L. & Pogosyan, D. How filaments of galaxies are woven into the cosmic
295, 93–98 (2002).
web.
Nature 380, 603 (1996).
46. Hernquist, L., Katz, N., Weinberg, D. H. & Miralda-Escudé, J. The Lyman-α forest in the cold
et al. Simulations of the formation, evolution and clustering of galaxies and
dark matter model.
Astrophys. J. Lett. 457, L51 (1996).
quasars.
Nature 435, 629–636 (2005).
47. Croft, R. A. C., Weinberg, D. H., Katz, N. & Hernquist, L. Recovery of the power spectrum of
White, S. D. M., Frenk, C. S. & Davis, M. Clustering in a neutrino-dominated universe.
mass fluctuations from observations of the Ly-α Forest.
Astrophys. J. 495, 44 (1998).
Astrophys. J. Lett. 274, L1–L5 (1983).
48. Croft, R. A. C.
et al. Toward a precise measurement of matter clustering: Ly-α forest data at
Guth, A. H. Inflationary universe: A possible solution to the horizon and flatness problems.
redshifts 2–4.
Astrophys. J. 581, 20–52 (2002).
Physical Review D 23, 347–356 (1981).
49. Kim, T.-S., Viel, M., Haehnelt, M. G., Carswell, R. F. & Cristiani, S. The power spectrum
2006
Nature Publishing Group
Springel pagesrc.indd 1143
19/4/06 10:26:18 am
2006
Nature Publishing Group
NATURE Vol 440 27 April 2006
of the flux distribution in the Lyman α forest of a large sample of UVES QSO absorption
and shear at large angular scales in the WMAP data: a violation of cosmological isotropy?
spectra (LUQAS).
Mon. Not. R. Astron. Soc. 347, 355–366 (2004).
Astrophys. J. Lett. 629, L1–L4 (2005).
50. Viel, M., Haehnelt, M. G. & Springel, V. Inferring the dark matter power spectrum from the
et al. Very high energy gamma rays from the direction of Sagittarius A*.
Lyman α forest in high-resolution QSO absorption spectra.
Mon. Not. R. Astron. Soc. 354,
Astropart. Phys. 425, L13–L17 (2004).
684–694 (2004).
78. Bergström, L., Ullio, P. & Buckley, J. H. Observability of gamma rays from dark matter
51. McDonald, P., Seljak, U., Cen, R., Bode, P. & Ostriker, J. P. Physical effects on the Ly-α forest
neutralino annihilations in the Milky Way halo.
Astropart. Phys. 9, 137–162 (1998).
flux power spectrum: damping wings, ionizing radiation fluctuations and galactic winds.
79. Bekenstein, J. D. Relativistic gravitation theory for the modified newtonian dynamics
Mon. Not. R. Astron. Soc. 360, 1471–1482 (2005).
paradigm.
Phys. Rev. D 70, 083509 (2004).
et al. Confronting Cosmological Simulations with Observations of Intergalactic
80. Aguirre, A., Schaye, J. & Quataert, E. Problems for modified newtonian dynamics in
Metals.
Astrophys. J. Lett. 620, L13–L17 (2005).
clusters and the Ly-α forest?
Astrophys. J. 561, 550–558 (2001).
53. Kaiser, N. Weak gravitational lensing of distant galaxies.
Astrophys. J. 388, 272–286 (1992).
81. Klypin, A., Kravtsov, A. V., Valenzuela, O. & Prada, F. Where are the missing galactic
54. Van Waerbeke, L., Mellier, Y. & Hoekstra, H. Dealing with systematics in cosmic shear
satellites?
Astrophys. J. 522, 82–92 (1999).
studies: New results from the VIRMOS–Descart survey.
Astropart. Phys. 429, 75–84
et al. Dark matter substructure within galactic halos.
Astrophys. J. Lett. 524,
L19–L22 (1999).
55. Mandelbaum, R., Seljak, U., Kauffmann, G., Hirata, C. M. & Brinkmann, J. Galaxy halo
83. Navarro, J. F., Frenk, C. S. & White, S. D. M. A Universal density profile from hierarchical
masses and satellite fractions from galaxy–galaxy lensing in the SDSS: stellar mass,
clustering.
Astrophys. J. 490, 493 (1997).
luminosity, morphology, and environment dependencies.
ArXiv Astrophys. e-prints <arXiv:
84. de Blok, W. J. G., McGaugh, S. S., Bosma, A. & Rubin, V. C. Mass density profiles of low
surface brightness galaxies.
Astrophys. J. Lett. 552, L23–L26 (2001).
56. Viel, M., Weller, J. & Haehnelt, M. G. Constraints on the primordial power spectrum from
et al. The inner structure of ΛCDM haloes. II. Halo mass profiles and low
high-resolution Lyman α forest spectra and WMAP.
Mon. Not. R. Astron. Soc. 355, L23–L28
surface brightness galaxy rotation curves.
Mon. Not. R. Astron. Soc. 355, 794–812 (2004).
86. Bullock, J. S., Kravtsov, A. V. & Weinberg, D. H. Hierarchical galaxy formation and
57. Benson, A. J., Cole, S., Frenk, C. S., Baugh, C. M. & Lacey, C. G. The nature of galaxy bias and
substructure in the Galaxy's stellar halo.
Astrophys. J. 548, 33–46 (2001).
clustering.
Mon. Not. R. Astron. Soc. 311, 793–808 (2000).
87. Benson, A. J., Frenk, C. S., Lacey, C. G., Baugh, C. M. & Cole, S. The effects of
et al. Very small-scale clustering and merger rate of luminous red galaxies.
photoionization on galaxy formation. II. Satellite galaxies in the Local Group.
Mon. Not. R.
ArXiv Astrophys. e-prints <arXiv:astro-ph/0512166> (2005).
Astron. Soc. 333, 177–190 (2002).
et al. The many lives of active galactic nuclei: cooling flows, black holes and the
88. Kochanek, C. S. & Dalal, N. Tests for substructure in gravitational lenses.
Astrophys. J. 610,
luminosities and colours of galaxies.
Mon. Not. R. Astron. Soc. 365, 11–28 (2006).
69–79 (2004).
60. De Lucia, G., Springel, V., White, S. D. M., Croton, D. & Kauffmann, G. The formation history
89. Oguri, M., Takada, M., Umetsu, K. & Broadhurst, T. Can the steep mass profile of A1689 be
of elliptical galaxies.
Mon. Not. R. Astron. Soc. 366, 499–509 (2006).
explained by a triaxial dark halo?
Astrophys. J. 632, 841–846 (2005).
et al. The angular clustering of Lyman-break galaxies at redshift
z 3.
90. Pierce, A. Dark matter in the finely tuned minimal supersymmetric standard model.
Phys.
Astrophys. J. 503, 543 (1998).
Rev. D 70, 075006 (2004).
et al. A counts-in-cells analysis of Lyman-break galaxies at redshift
z 3.
91. Haiman, Z., Mohr, J. J. & Holder, G. P. Constraints on cosmological parameters from future
Astrophys. J. 505, 18–24 (1998).
galaxy cluster surveys.
Astrophys. J. 553, 545–561 (2001).
63. Mo, H. J. & Fukugita, M. Constraints on the cosmic structure formation models from early
92. Peebles, P. J. E. & Yu, J. T. Primeval adiabatic perturbation in an expanding universe.
formation of giant galaxies.
Astrophys. J. Lett. 467, L9 (1996).
Astrophys. J. 162, 815 (1970).
64. Baugh, C. M., Cole, S., Frenk, C. S. & Lacey, C. G. The epoch of galaxy formation.
Astrophys.
et al. The 2dF Galaxy Redshift Survey: power-spectrum analysis of the final data set
J. 498, 504 (1998).
and cosmological implications.
Mon. Not. R. Astron. Soc. 362, 505–534 (2005).
65. Weinberg, S. The cosmological constant problem.
Rev. Mod. Phys. 61, 1–23 (1989).
94. Eisenstein, D. J.
et al. Detection of the baryon acoustic peak in the large-scale correlation
66. Hoeflich, P., Wheeler, J. C. & Thielemann, F. K. Type Ia supernovae: influence of the initial
function of SDSS luminous red galaxies.
Astrophys. J. 633, 560–574 (2005).
composition on the nucleosynthesis, light curves, and spectra and consequences for the
95. Huetsi, G. Acoustic oscillations in the SDSS DR4 Luminous Red Galaxy sample power
determination of
Ω and
Λ.
Astrophys. J. 495, 617 (1998).
spectrum.
ArXiv Astrophys. e-prints <arXiv:astro-ph/0512201> (2005).
67. Travaglio, C., Hillebrandt, W. & Reinecke, M. Metallicity effect in multi–dimensional SNIa
et al. Constraints on the dark energy equation of state from the imprint of
nucleosynthesis.
Astroparticle Phys. 443, 1007–1011 (2005).
baryons on the power spectrum of clusters.
Mon. Not. R. Astron. Soc. 362, L25–L29 (2005).
et al. The absolute luminosities of the Calan/Tololo Type Ia supernovae.
97. Allen, B. Stochastic gravity-wave background in inflationary–universe models.
Phys. Rev. D
Astron. J. 112, 2391 (1996).
37, 2078–2085 (1988).
69. Gallagher, J. S.
et al. Chemistry and star formation in the host galaxies of Type Ia
98. Lyth, D. H. What would we learn by detecting a gravitational wave signal in the cosmic
supernovae.
Astrophys. J. 634, 210–226 (2005).
microwave background anisotropy?
Phys. Rev. Lett. 78, 1861–1863 (1997).
70. Blanchard, A., Douspis, M., Rowan-Robinson, M. & Sarkar, S. An alternative to the
99. Boyle, L. A., Steinhardt, P. J. & Turok, N. Cosmic gravitational-wave background in a cyclic
cosmological ‘concordance model'.
Astropart. Phys. 412, 35–44 (2003).
universe.
Phys. Rev. D 69, 127302 (2004).
71. Chiang, L.-Y., Naselsky, P. D., Verkhodanov, O. V. & Way, M. J. Non-gaussianity of the
100. Gott, J. R. I.
et al. A map of the Universe.
Astrophys. J. 624, 463–484 (2005).
derived maps from the First-year Wilkinson Microwave Anisotropy Probe data.
Astrophys.
101. Evrard, A. E.
et al. Galaxy clusters in Hubble volume simulations: cosmological constraints
J. Lett. 590, L65–L68 (2003).
from sky survey populations.
Astrophys. J. 573, 7–36 (2002).
72. Vielva, P., Martínez-González, E., Barreiro, R. B., Sanz, J. L. & Cayón, L. Detection of non-
gaussianity in the Wilkinson Microwave Anisotropy Probe First-Year data using spherical
wavelets.
Astrophys. J. 609, 22–34 (2004).
Acknowledgements We thank L. van Waerbeke for providing the data of Fig. 3, and
73. de Oliveira-Costa, A., Tegmark, M., Zaldarriaga, M. & Hamilton, A. Significance of the
R. Angulo for preparing Fig. 6.
largest scale CMB fluctuations in WMAP.
Phys. Rev. D 69, 063516 (2004).
74. Eriksen, H. K., Hansen, F. K., Banday, A. J., Górski, K. M. & Lilje, P. B. Asymmetries in the
cosmic microwave background anisotropy field.
Astrophys. J. 605, 14–20 (2004).
Author Information Reprints and permissions information is available at
75. Land, K. & Magueijo, J. Examination of evidence for a preferred axis in the cosmic radiation
npg.nature.com/reprintsandpermissions. The authors declare no competing
anisotropy.
Phys. Rev. Lett. 95, 071301 (2005).
financial interests. Correspondence should be addressed to V.S.
76. Jaffe, T. R., Banday, A. J., Eriksen, H. K., Górski, K. M. & Hansen, F. K. Evidence of vorticity
2006
Nature Publishing Group
Springel pagesrc.indd 1144
19/4/06 10:26:21 am
2006
Nature Publishing Group
Source: http://meghnad.iucaa.ernet.in/~tarun/pprnt/current_cosm_Lss_revs/swhite_nature04805.pdf
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