1,934 research outputs found
How to make maps from CMB data without losing information
The next generation of CMB experiments can measure cosmological parameters
with unprecedented accuracy - in principle. To achieve this in practice when
faced with such gigantic data sets, elaborate data analysis methods are needed
to make it computationally feasible. An important step in the data pipeline is
to make a map, which typically reduces the size of the data set my orders of
magnitude. We compare ten map-making methods, and find that for the Gaussian
case, both the method used by the COBE DMR team and various variants of Wiener
filtering are optimal in the sense that the map retains all cosmological
information that was present in the time-ordered data (TOD). Specifically, one
obtains just as small error bars on cosmological parameters when estimating
them from the map as one could have obtained by estimating them directly from
the TOD. The method of simply averaging the observations of each pixel (for
total-power detectors), on the contrary, is found to generally destroy
information, as does the maximum entropy method and most other non-linear
map-making techniques.
Since it is also numerically feasible, the COBE method is the natural choice
for large data sets. Other lossless (e.g. Wiener-filtered) maps can then be
computed directly from the COBE method map.Comment: Minor revisions to match published version. 12 pages, with 1 figure
included. Color figure and links at
http://www.sns.ias.edu/~max/mapmaking.html (faster from the US), from
http://www.mpa-garching.mpg.de/~max/mapmaking.html (faster from Europe) or
from [email protected]
Removing point sources from CMB maps
For high-precision cosmic microwave background (CMB) experiments,
contamination from extragalactic point sources is a major concern. It is
therefore useful to be able to detect and discard point source contaminated
pixels using the map itself. We show that the sensitivity with which this can
be done can often be greatly improved (by factors between 2.5 and 18 for the
upcoming Planck mission) by a customized hi-pass filtering that suppresses
fluctuations due to CMB and diffuse galactic foregrounds. This means that point
source contamination will not severely degrade the cleanest Planck channels
unless current source count estimates are off by more than an order of
magnitude. A catalog of around 40,000 far infra-red sources at 857 GHz may be a
useful by-product of Planck.Comment: 4 pages, with 2 figures included. Minor revisions to match accepted
version. Color figure and links at http://www.sns.ias.edu/~max/cleaning.html
(faster from the US), from http://www.mpa-garching.mpg.de/~max/cleaning.html
(faster from Europe) or from [email protected], and Angelica's foreground links at
http://www.sns.ias.edu/~angelica/foreground.htm
Cosmic Microwave Background Anisotropy Observing Strategy Assessment
I develop a method for assessing the ability of an instrument, coupled with
an observing strategy, to measure the angular power spectrum of the cosmic
microwave background (CMB). It allows for efficient calculation of expected
parameter uncertainties. Related to this method is a means of graphically
presenting, via the ``eigenmode window function'', the sensitivity of an
observation to different regions of the spectrum, which is a generalization of
the traditional practice of presenting the trace of the window function. I
apply these techniques to a balloon-borne bolometric instrument to be flown
this summer (MSAM2). I find that a smoothly scanning secondary is better than a
chopping one and that, in this case, a very simple analytic formula provides a
good (40\% or better) approximation to expected power spectrum uncertainties.Comment: Substantial revisions, LaTeX 15 pages including 3 figure
Non-Gaussianity in Two-Field Inflation
We derive semi-analytic formulae for the local bispectrum and trispectrum in
general two-field inflation and provide a simple geometric recipe for building
observationally allowed models with observable non-Gaussianity. We use the
\delta N formalism and the transfer function formalism to express the
bispectrum almost entirely in terms of model-independent physical quantities.
Similarly, we calculate the trispectrum and show that the trispectrum parameter
\tau NL can be expressed entirely in terms of spectral observables, which
provides a new consistency relation unique to two-field inflation. We show that
in order to generate observably large non-Gaussianity during inflation, the
sourcing of curvature modes by isocurvature modes must be extremely sensitive
to the initial conditions, and that the amount of sourcing must be moderate in
order to avoid excessive fine-tuning. Under some minimal assumptions, we argue
that the first condition is satisfied only when neighboring trajectories
through the two-dimensional field space diverge during inflation.
Geometrically, this means that the inflaton must roll along a ridge in the
potential V for some time during inflation and that its trajectory must turn
slightly (but not too sharply) in field space. Therefore, it follows that
two-field scenarios with attractor solutions necessarily produce small
non-Gaussianity. This explains why it has been so difficult to achieve large
non-Gaussianity in two-field inflation, and why it has only been achieved in a
narrow class of models like hybrid inflation and certain product potentials
where the potential and/or the initial conditions are fine-tuned. Some of our
conclusions generalize qualitatively to general multi-field inflation.Comment: Discussion improved, gNL formula and extra figure included, typos
corrected, references added. 18 pages, 2 figure
Experimental neutrino physics
The current experimental status of neutrino physics is reviewed. It contains
the evidences for a non-vanishing neutrino rest mass from neutrino oscillation
searches. In addition an outlook is given on determining the various mixing
matrix elements and mass differences more precisely with new experiments. Of
special interest is the value of the mixing angle \theta_{13} determining the
possibility of detecting leptonic CP violation in the future. The prospect for
absolute mass measurements using beta and double beta decay as well as
cosmological observations is presented.Comment: 11 pages, 11 figures, Inv. talk presented at the DPF 2004 meeting of
the APS, Riverside, Aug. 200
Learning from observations of the microwave background at small angular scales
In this paper, we focus our attention on the following question: How well can
we recover the power spectrum of the cosmic microwave background from the maps
of a given experiment?. Each experiment is described by a a pixelization scale,
a beam size, a noise level and a sky coverage. We use accurate numerical
simulations of the microwave sky and a cold dark matter model for structure
formation in the universe. Angular scales smaller than those of previous
simulations are included. The spectrum obtained from the simulated maps is
appropriately compared with the theoretical one. Relative deviations between
these spectra are estimated. Various contributions to these deviations are
analyzed. The method used for spectra comparisons is discussed.Comment: 15 pages (LATEX), 2 postcript figures, accepted in Ap
The power spectrum of galaxies in the 2dF 100k redshift survey
We compute the real-space power spectrum and the redshift-space distortions
of galaxies in the 2dF 100k galaxy redshift survey using pseudo-Karhunen-Loeve
eigenmodes and the stochastic bias formalism. Our results agree well with those
published by the 2dFGRS team, and have the added advantage of producing
easy-to-interpret uncorrelated minimum-variance measurements of the
galaxy-galaxy, galaxy-velocity and velocity-velocity power spectra in 27
k-bands, with narrow and well-behaved window functions in the range 0.01h/Mpc <
k < 0.8h/Mpc. We find no significant detection of baryonic wiggles, although
our results are consistent with a standard flat Omega_Lambda=0.7
``concordance'' model and previous tantalizing hints of baryonic oscillations.
We measure the galaxy-matter correlation coefficient r > 0.4 and the
redshift-distortion parameter beta=0.49+/-0.16 for r=1 (beta=0.47+/- 0.16
without finger-of-god compression). Since this is an apparent-magnitude limited
sample, luminosity-dependent bias may cause a slight red-tilt in the power
spectum. A battery of systematic error tests indicate that the survey is not
only impressive in size, but also unusually clean, free of systematic errors at
the level to which our tests are sensitive. Our measurements and window
functions are available at http://www.hep.upenn.edu/~max/2df.html together with
the survey mask, radial selection function and uniform subsample of the survey
that we have constructed.Comment: Replaced to match accepted MNRAS version, with new radial/angular
systematics plot and sigma8 typo corrected. High-res figures, power spectra,
windows and our uniform galaxy subsample with mask at
http://www.hep.upenn.edu/~max/2df.html or from [email protected]. 26
journal pages, 28 fig
An iterative destriping technique for diffuse background polarization data
We describe a simple but effective iterative procedure specifically designed
to destripe Q and U Stokes parameter data as those collected by the SPOrt
experiment onboard the International Space Station (ISS). The method is general
enough to be useful for other experiments, both in polarization and total
intensity. The only requirement for the algorithm to work properly is that the
receiver knee frequency must be lower than the signal modulation frequency,
corresponding in our case to the ISS orbit period. Detailed performances of the
technique are presented in the context of the SPOrt experiment, both in terms
of added rms noise and residual correlated noise.Comment: Accepted for publication by A&A (8 pages, 6 figures
Global 21cm signal experiments: a designer's guide
[Abridged] The spatially averaged global spectrum of the redshifted 21cm line
has generated much experimental interest, for it is potentially a direct probe
of the Epoch of Reionization and the Dark Ages. Since the cosmological signal
here has a purely spectral signature, most proposed experiments have little
angular sensitivity. This is worrisome because with only spectra, the global
21cm signal can be difficult to distinguish from foregrounds such as Galactic
synchrotron radiation, as both are spectrally smooth and the latter is orders
of magnitude brighter. We establish a mathematical framework for global signal
data analysis in a way that removes foregrounds optimally, complementing
spectra with angular information. We explore various experimental design
trade-offs, and find that 1) with spectral-only methods, it is impossible to
mitigate errors that arise from uncertainties in foreground modeling; 2)
foreground contamination can be significantly reduced for experiments with fine
angular resolution; 3) most of the statistical significance in a positive
detection during the Dark Ages comes from a characteristic high-redshift trough
in the 21cm brightness temperature; and 4) Measurement errors decrease more
rapidly with integration time for instruments with fine angular resolution. We
show that if observations and algorithms are optimized based on these findings,
an instrument with a 5 degree beam can achieve highly significant detections
(greater than 5-sigma) of even extended (high Delta-z) reionization scenarios
after integrating for 500 hrs. This is in contrast to instruments without
angular resolution, which cannot detect gradual reionization. Abrupt ionization
histories can be detected at the level of 10-100's of sigma. The expected
errors are also low during the Dark Ages, with a 25-sigma detection of the
expected cosmological signal after only 100 hrs of integration.Comment: 34 pages, 30 figures. Replaced (v2) to match accepted PRD version
(minor pedagogical additions to text; methods, results, and conclusions
unchanged). Fixed two typos (v3); text, results, conclusions etc. completely
unchange
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