98 research outputs found
A Bayesian coincidence test for noise rejection in a gravitational-wave burst search
In searches for gravitational-wave bursts, a standard technique used to reject noise is to discard burst event candidates that are not seen in coincidence in multiple detectors. A coincidence test in which Bayesian inference is used to measure how noise-like a tuple of events appears is presented here. This technique is shown to yield higher detection efficiencies for a given false alarm rate than do techniques based on per-parameter thresholds when applied to a toy model covering a broad class of event candidate populations. Also presented is the real-world example of a use of the technique for noise rejection in a time–frequency burst search conducted on simulated gravitational-wave detector data. Besides achieving a higher detection efficiency, the technique is significantly less challenging to implement well than is a per-parameter threshold method
A method to estimate the significance of coincident gravitational-wave observations from compact binary coalescence
Coalescing compact binary systems consisting of neutron stars and/or black
holes should be detectable with upcoming advanced gravitational-wave detectors
such as LIGO, Virgo, GEO and {KAGRA}. Gravitational-wave experiments to date
have been riddled with non-Gaussian, non-stationary noise that makes it
challenging to ascertain the significance of an event. A popular method to
estimate significance is to time shift the events collected between detectors
in order to establish a false coincidence rate. Here we propose a method for
estimating the false alarm probability of events using variables commonly
available to search candidates that does not rely on explicitly time shifting
the events while still capturing the non-Gaussianity of the data. We present a
method for establishing a statistical detection of events in the case where
several silver-plated (3--5) events exist but not necessarily any
gold-plated () events. We use LIGO data and a simulated, realistic,
blind signal population to test our method
Interpolating compact binary waveforms using the singular value decomposition
Compact binary systems with total masses between tens and hundreds of solar
masses will produce gravitational waves during their merger phase that are
detectable by second-generation ground-based gravitational-wave detectors. In
order to model the gravitational waveform of the merger epoch of compact binary
coalescence, the full Einstein equations must be solved numerically for the
entire mass and spin parameter space. However, this is computationally
expensive. Several models have been proposed to interpolate the results of
numerical relativity simulations. In this paper we propose a numerical
interpolation scheme that stems from the singular value decomposition. This
algorithm shows promise in allowing one to construct arbitrary waveforms within
a certain parameter space given a sufficient density of numerical simulations
covering the same parameter space. We also investigate how similar approaches
could be used to interpolate waveforms in the context of parameter estimation.Comment: 5 pages, 3 figures, presented at the joint 9th Edoardo Amaldi
Conference on Gravitational Waves and 2011 Numerical Relativity - Data
Analysis (NRDA) meetin
Development and Application of a Detection System for a Novel Class of Gravitational-Wave Transients
We previously described the development of a detection system for a novel
class of transient gravitational-wave sources taking the form of Cherenkov-like
bursts. Here, we have applied the system to the data of the LIGO/Virgo/KAGRA O3
science run, and report a null result. The ad hoc waveform model is motivated
by the conjectured emission of gravitational waves from a curvature source
moving at super-luminal speed, and while there is no plausible natural or
artificial source of such waves, we nevertheless use the null result to infer a
tongue-in-cheek upper bound on the number density of near-Earth transits of
spacecraft travelling at warp speed. The upper bound is parameterized in terms
of the trajectory's impact parameter, the vehicle's engine power,and speed.
These quantities can be connected to statements made in science fiction
allowing us to translate the upper bound into a bound on the number density of
specific types of spacecraft from, for example, Star Trek or Star Wars.
Although most suitable for entertainment purposes, these constraints might find
use being folded into a Bayesian inference type estimate on the number of
extra-terrestrial civilizations in the galaxy
Interpolation in waveform space: enhancing the accuracy of gravitational waveform families using numerical relativity
Matched-filtering for the identification of compact object mergers in
gravitational-wave antenna data involves the comparison of the data stream to a
bank of template gravitational waveforms. Typically the template bank is
constructed from phenomenological waveform models since these can be evaluated
for an arbitrary choice of physical parameters. Recently it has been proposed
that singular value decomposition (SVD) can be used to reduce the number of
templates required for detection. As we show here, another benefit of SVD is
its removal of biases from the phenomenological templates along with a
corresponding improvement in their ability to represent waveform signals
obtained from numerical relativity (NR) simulations. Using these ideas, we
present a method that calibrates a reduced SVD basis of phenomenological
waveforms against NR waveforms in order to construct a new waveform approximant
with improved accuracy and faithfulness compared to the original
phenomenological model. The new waveform family is given numerically through
the interpolation of the projection coefficients of NR waveforms expanded onto
the reduced basis and provides a generalized scheme for enhancing
phenomenological models.Comment: 10 pages, 7 figure
Application of graphics processing units to search pipelines for gravitational waves from coalescing binaries of compact objects
We report a novel application of a graphics processing unit (GPU) for the purpose of accelerating the search pipelines for gravitational waves from coalescing binaries of compact objects. A speed-up of 16-fold in total has been achieved with an NVIDIA GeForce 8800 Ultra GPU card compared with one core of a 2.5 GHz Intel Q9300 central processing unit (CPU). We show that substantial improvements are possible and discuss the reduction in CPU count required for the detection of inspiral sources afforded by the use of GPUs
Physically consistent gravitational waveform for capturing beyond general relativity effects in the compact object merger phase
The merger phase of compact binary coalescences is the strongest gravity
regime that can be observed. To test the validity of general relativity (GR) in
strong gravitational fields, we propose a gravitational waveform parameterized
for deviations from GR in the dynamical and nonlinear regime of gravity. Our
fundamental idea is that perturbative modifications to a GR waveform can
capture possible deviations in the merger phase that are difficult to model in
a specific theory of gravity. One of notable points is that our waveform is
physically consistent in the sense that the additional radiative losses of
energy and angular momentum associated with beyond-GR modifications are
included. Our prescription to ensure physical consistency in the whole
coalescence process is expected to be applicable to any deviation from the
standard model of compact binary coalescence, such as the extended models of
gravity or the environmental effects of compact objects, as long as
perturbative modifications are considered. Based on the Fisher analysis and the
compatibility with Einstein-dilaton Gauss-Bonnet waveforms, we show that our
parameterization is a physically-consistent minimal one that captures the
deviations in the nonlinear regime.Comment: 21 pages, 10 figure
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