Estimating and Characterizing Gravitational Wave Backgrounds in Pulsar Timing Arrays with Frequentist Statistics
ORAL
Abstract
Three separate PTAs have all found evidence for a common-spectrum process hinting at the imminent detection of a Gravitational Wave Background (GWB) at low gravitational-wave frequencies. Such a detection will in turn pose many new questions, most of which may be answered through spectral characterization of the GWB. Current methods for spectral analyses require time-consuming Bayesian techniques and stochastic sampling in high dimensions. Our method expands on a frequentist estimation technique called the optimal statistic.
In this talk, I will discuss how we take the current implementation of the optimal statistic and make key changes to allow for an arbitrary GWB spectral shape. This acts as a rapid proxy for a Bayesian search that may take upwards of weeks to run. This method can be used for a wide range of analyses including unmodeled single-source searches, GWB component separation, and per-frequency anisotropy searches.
In this talk, I will discuss how we take the current implementation of the optimal statistic and make key changes to allow for an arbitrary GWB spectral shape. This acts as a rapid proxy for a Bayesian search that may take upwards of weeks to run. This method can be used for a wide range of analyses including unmodeled single-source searches, GWB component separation, and per-frequency anisotropy searches.
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Presenters
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Kyle Gersbach
Vanderbilt University
Authors
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Kyle Gersbach
Vanderbilt University
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Stephen R Taylor
Vanderbilt University