18,260 research outputs found
Fast calculation of the Fisher matrix for cosmic microwave background experiments
The Fisher information matrix of the cosmic microwave background (CMB)
radiation power spectrum coefficients is a fundamental quantity that specifies
the information content of a CMB experiment. In the most general case, its
exact calculation scales with the third power of the number of data points N
and is therefore computationally prohibitive for state-of-the-art surveys.
Applicable to a very large class of CMB experiments without special symmetries,
we show how to compute the Fisher matrix in only O(N^2 log N) operations as
long as the inverse noise covariance matrix can be applied to a data vector in
time O(l_max^3 log l_max). This assumption is true to a good approximation for
all CMB data sets taken so far. The method takes into account common
systematics such as arbitrary sky coverage and realistic noise correlations. As
a consequence, optimal quadratic power spectrum estimation also becomes
feasible in O(N^2 log N) operations for this large group of experiments. We
discuss the relevance of our findings to other areas of cosmology where optimal
power spectrum estimation plays a role.Comment: 4 pages, 1 figures. Accepted for publication in Astronomy and
Astrophysics Letters. Replaced to match published versio
Efficient Wiener filtering without preconditioning
We present a new approach to calculate the Wiener filter solution of general
data sets. It is trivial to implement, flexible, numerically absolutely stable,
and guaranteed to converge. Most importantly, it does not require an ingenious
choice of preconditioner to work well. The method is capable of taking into
account inhomogeneous noise distributions and arbitrary mask geometries. It
iteratively builds up the signal reconstruction by means of a messenger field,
introduced to mediate between the different preferred bases in which signal and
noise properties can be specified most conveniently. Using cosmic microwave
background (CMB) radiation data as a showcase, we demonstrate the capabilities
of our scheme by computing Wiener filtered WMAP7 temperature and polarization
maps at full resolution for the first time. We show how the algorithm can be
modified to synthesize fluctuation maps, which, combined with the Wiener filter
solution, result in unbiased constrained signal realizations, consistent with
the observations. The algorithm performs well even on simulated CMB maps with
Planck resolution and dynamic range.Comment: 5 pages, 2 figures. Submitted to Astronomy and Astrophysics. Replaced
to match published versio
Lattice model for the surface states of a topological insulator with applications to magnetic and exciton instabilities
A surface of a strong topological insulator (STI) is characterized by an odd
number of linearly dispersing gapless electronic surface states. It is well
known that such a surface cannot be described by an effective two-dimensional
lattice model (without breaking the time-reversal symmetry), which often
hampers theoretical efforts to quantitatively understand some of the properties
of such surfaces, including the effect of strong disorder, interactions and
various symmetry-breaking instabilities. Here we formulate a lattice model that
can be used to describe a {\em pair} of STI surfaces and has an odd number of
Dirac fermion states with wavefunctions localized on each surface. The
Hamiltonian consists of two planar tight-binding models with spin-orbit
coupling, representing the two surfaces, weakly coupled by terms that remove
the extra Dirac points from the low-energy spectrum. We illustrate the utility
of this model by studying the magnetic and exciton instabilities of the STI
surface state driven by short-range repulsive interactions and show that this
leads to results that are consistent with calculations based on the continuum
model as well as three-dimensional lattice models. We expect the model
introduced in this work to be widely applicable to studies of surface phenomena
in STIs
Series Expansion of the Off-Equilibrium Mode Coupling Equations
We show that computing the coefficients of the Taylor expansion of the
solution of the off-equilibrium dynamical equations characterizing models with
quenched disorder is a very effective way to understand the long time
asymptotic behavior. We study the spherical spin glass model, and we
compute the asymptotic energy (in the critical region and down to ) and
the coefficients of the time decay of the energy.Comment: 9 pages, LaTeX, 3 uuencoded figure
Covariant spectator theory of np scattering: Effective range expansions and relativistic deuteron wave functions
We present the effective range expansions for the 1S_0 and 3S_1 scattering
phase shifts, and the relativistic deuteron wave functions that accompany our
recent high precision fits (with chi^2/N{data} approx 1) to the 2007 world np
data below 350 MeV. The wave functions are expanded in a series of analytical
functions (with the correct asymptotic behavior at both large and small
arguments) that can be Fourier-transformed from momentum to coordinate space
and are convenient to use in any application. A fortran subroutine to compute
these wave functions can be obtained from the authors.Comment: 32 pages, 14 figure
Using hybrid GPU/CPU kernel splitting to accelerate spherical convolutions
We present a general method for accelerating by more than an order of
magnitude the convolution of pixelated functions on the sphere with a
radially-symmetric kernel. Our method splits the kernel into a compact
real-space component and a compact spherical harmonic space component. These
components can then be convolved in parallel using an inexpensive commodity GPU
and a CPU. We provide models for the computational cost of both real-space and
Fourier space convolutions and an estimate for the approximation error. Using
these models we can determine the optimum split that minimizes the wall clock
time for the convolution while satisfying the desired error bounds. We apply
this technique to the problem of simulating a cosmic microwave background (CMB)
anisotropy sky map at the resolution typical of the high resolution maps
produced by the Planck mission. For the main Planck CMB science channels we
achieve a speedup of over a factor of ten, assuming an acceptable fractional
rms error of order 1.e-5 in the power spectrum of the output map.Comment: 9 pages, 11 figures, 1 table, accepted by Astronomy & Computing w/
minor revisions. arXiv admin note: substantial text overlap with
arXiv:1211.355
ARKCoS: Artifact-Suppressed Accelerated Radial Kernel Convolution on the Sphere
We describe a hybrid Fourier/direct space convolution algorithm for compact
radial (azimuthally symmetric) kernels on the sphere. For high resolution maps
covering a large fraction of the sky, our implementation takes advantage of the
inexpensive massive parallelism afforded by consumer graphics processing units
(GPUs). Applications involve modeling of instrumental beam shapes in terms of
compact kernels, computation of fine-scale wavelet transformations, and optimal
filtering for the detection of point sources. Our algorithm works for any
pixelization where pixels are grouped into isolatitude rings. Even for kernels
that are not bandwidth limited, ringing features are completely absent on an
ECP grid. We demonstrate that they can be highly suppressed on the popular
HEALPix pixelization, for which we develop a freely available implementation of
the algorithm. As an example application, we show that running on a high-end
consumer graphics card our method speeds up beam convolution for simulations of
a characteristic Planck high frequency instrument channel by two orders of
magnitude compared to the commonly used HEALPix implementation on one CPU core
while maintaining at typical a fractional RMS accuracy of about 1 part in 10^5.Comment: 10 pages, 6 figures. Submitted to Astronomy and Astrophysics.
Replaced to match published version. Code can be downloaded at
https://github.com/elsner/arkco
Quantization and Periodicity of the Axion Action in Topological Insulators
The Lagrangian describing the bulk electromagnetic response of a
three-dimensional strong topological insulator contains a topological `axion'
term of the form '\theta E dot B'. It is often stated (without proof) that the
corresponding action is quantized on periodic space-time and therefore
invariant under '\theta -> \theta +2\pi'. Here we provide a simple, physically
motivated proof of the axion action quantization on the periodic space-time,
assuming only that the vector potential is consistent with single-valuedness of
the electron wavefunctions in the underlying insulator.Comment: 4 pages, 1 figure, version2 (section on axion action quantization of
non-periodic systems added
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