Optimal Strategies for Gravitational Wave Memory Detection in Pulsar Timing Arrays
In this work we derive two computationally efficient frequentist detection statistics that can be used in searches for gravitational-wave bursts with memory in pulsar timing data. By maximizing the likelihood ratio in two different ways we construct a coherent statistic and an incoherent statistic,...
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Main Authors | , , |
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Format | Journal Article |
Language | English |
Published |
25.10.2024
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Subjects | |
Online Access | Get full text |
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Summary: | In this work we derive two computationally efficient frequentist detection
statistics that can be used in searches for gravitational-wave bursts with
memory in pulsar timing data. By maximizing the likelihood ratio in two
different ways we construct a coherent statistic and an incoherent statistic,
which are analogs of the $\pazocal{F}_e$ and $\pazocal{F}_p$ statistics
commonly used for continuous-wave searches in pulsar timing data. We show that
both statistics are $\chi^2$-distributed with varying degrees of freedom and
non-centrality parameters given by the signal-to-noise (SNR) ratio of the
signal present in our data. The statistics can also be used to compute the
maximum likelihood estimators of amplitude parameters of a possible
gravitational-wave memory signal in pulsar timing data. We find that in the
low-signal regime ($\mathrm{SNR} \lesssim 5$), the estimators are inaccurate.
However, in intermediate- to high-signal regimes, we show that these estimators
can accurately determine the correct signal parameters. |
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DOI: | 10.48550/arxiv.2410.19977 |