Noise spectral estimation methods and their impact on gravitational wave measurement of compact binary mergers
arXiv:1907.06540 · doi:10.1103/PhysRevD.100.104004
Abstract
Estimating the parameters of gravitational wave signals detected by ground-based detectors requires an understanding of the properties of the detectors' noise. In particular, the most commonly used likelihood function for gravitational wave data analysis assumes that the noise is Gaussian, stationary, and of known frequency-dependent variance. The variance of the colored Gaussian noise is used as a whitening filter on the data before computation of the likelihood function. In practice the noise variance is not known and it evolves over timescales of dozens of seconds to minutes. We study two methods for estimating this whitening filter for ground-based gravitational wave detectors with the goal of performing parameter estimation studies. The first method uses large amounts of data separated from the specific segment we wish to analyze and computes the power spectral density of the noise through the mean-median Welch method. The second method uses the same data segment as the parameter estimation analysis, which potentially includes a gravitational wave signal, and obtains the whitening filter through a fit of the power spectrum of the data in terms of a sum of splines and Lorentzians. We compare these two methods and argue that the latter is more reliable for gravitational wave parameter estimation.
12 pages, 10 figures, final published version
References in corpus (19)
- GW170817: Observation of Gravitational Waves from a Binary Neutron Star Inspiral
- Advanced Virgo: a 2nd generation interferometric gravitational wave detector
- GWTC-1: A Gravitational-Wave Transient Catalog of Compact Binary Mergers Observed by LIGO and Virgo during the First and Second Observing Runs
- Advanced LIGO
- GW170814: A Three-Detector Observation of Gravitational Waves from a Binary Black Hole Coalescence
- Laser Interferometer Space Antenna
- Properties of the binary neutron star merger GW170817
- GW170608: Observation of a 19-solar-mass Binary Black Hole Coalescence
- Robust parameter estimation for compact binaries with ground-based gravitational-wave observations using the LALInference software library
- BayesWave: Bayesian Inference for Gravitational Wave Bursts and Instrument Glitches
- Towards models of gravitational waveforms from generic binaries II: Modelling precession effects with a single effective precession parameter
- Gravity Spy: Integrating Advanced LIGO Detector Characterization, Machine Learning, and Citizen Science
- Analysis of spin precession in binary black hole systems including quadrupole-monopole interaction
- The LIGO Open Science Center
- BayesLine: Bayesian Inference for Spectral Estimation of Gravitational Wave Detector Noise
- Matter imprints in waveform models for neutron star binaries: tidal and self-spin effects
- Measuring the neutron star tidal deformability with equation-of-state-independent relations and gravitational waves
- Calibration Uncertainty for Advanced LIGO's First and Second Observing Runs
- Mitigation of the instrumental noise transient in gravitational-wave data surrounding GW170817
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- GW190425: Observation of a Compact Binary Coalescence with Total Mass
- GW190412: Observation of a Binary-Black-Hole Coalescence with Asymmetric Masses
- Open data from the first and second observing runs of Advanced LIGO and Advanced Virgo
- Bayesian inference for compact binary coalescences with BILBY: Validation and application to the first LIGO--Virgo gravitational-wave transient catalogue
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- GWTC-2.1: Deep Extended Catalog of Compact Binary Coalescences Observed by LIGO and Virgo During the First Half of the Third Observing Run
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- Accurate modeling and mitigation of overlapping signals and glitches in gravitational-wave data
- Towards the routine use of subdominant harmonics in gravitational-wave inference: re-analysis of GW190412 with generation X waveform models
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- When models fail: an introduction to posterior predictive checks and model misspecification in gravitational-wave astronomy
- Gravitational-wave constraints on the GWTC-2 events by measuring the tidal deformability and the spin-induced quadrupole moment
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- The anti-aligned spin of GW191109: glitch mitigation and its implications
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- Concurrent estimation of noise and compact-binary signal parameters in gravitational-wave data
- Analysis of GWTC-3 with fully precessing numerical relativity surrogate models
- The astrophysical odds of GW151216
- Assessing gravitational-wave binary black hole candidates with Bayesian odds
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- SCoRe: A New Framework to Study Unmodeled Physics from Gravitational Wave Data
- Parameter Estimation with Nonstationary Noise in Gravitational-wave Data
- Computational Techniques for Parameter Estimation of Gravitational Wave Signals
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- Deep follow-up for gravitational-wave inference: a case study with GW151226
- Applying higher-modes consistency test on GW190814 : lessons on no-hair theorem, nature of the secondary compact object and waveform modeling
- Probing neutron stars with the full pre-merger and post-merger gravitational wave signal from binary coalescences