A Bayesian parameter estimation approach to pulsar time-of-arrival analysis
arXiv:1103.0518 · doi:10.1088/0264-9381/28/5/055001
Abstract
The increasing sensitivities of pulsar timing arrays to ultra-low frequency (nHz) gravitational waves promises to achieve direct gravitational wave detection within the next 5-10 years. While there are many parallel efforts being made in the improvement of telescope sensitivity, the detection of stable millisecond pulsars and the improvement of the timing software, there are reasons to believe that the methods used to accurately determine the time-of-arrival (TOA) of pulses from radio pulsars can be improved upon. More specifically, the determination of the uncertainties on these TOAs, which strongly affect the ability to detect GWs through pulsar timing, may be unreliable. We propose two Bayesian methods for the generation of pulsar TOAs starting from pulsar "search-mode" data and pre-folded data. These methods are applied to simulated toy-model examples and in this initial work we focus on the issue of uncertainties in the folding period. The final results of our analysis are expressed in the form of posterior probability distributions on the signal parameters (including the TOA) from a single observation.
16 pages, 4 figures
References in corpus (12)
- Multimodal nested sampling: an efficient and robust alternative to MCMC methods for astronomical data analysis
- LIGO: The Laser Interferometer Gravitational-Wave Observatory
- TEMPO2, a new pulsar timing package. I: Overview
- The international pulsar timing array project: using pulsars as a gravitational wave detector
- A Nested Sampling Algorithm for Cosmological Model Selection
- Optimal strategies for gravitational wave stochastic background searches in pulsar timing data
- On measuring the gravitational-wave background using Pulsar Timing Arrays
- Constraining the properties of the proposed supermassive black hole system in 3c66b: Limits from pulsar timing
- High-resolution single-pulse studies of the Vela Pulsar
- Importance Tempering
- Detection of Giant Radio Pulses from the Pulsar PSR B0656+14
- Probing cosmic plasma with giant radio pulses