Driving unmodelled gravitational-wave transient searches using astrophysical information
arXiv:1805.04023 · doi:10.1103/PhysRevD.98.024028
Abstract
Transient gravitational-wave searches can be divided into two main families of approaches: modelled and unmodelled searches, based on matched filtering techniques and time-frequency excess power identification respectively. The former, mostly applied in the context of compact binary searches, relies on the precise knowledge of the expected gravitational-wave phase evolution. This information is not always available at the required accuracy for all plausible astrophysical scenarios, e.g., in presence of orbital precession, or eccentricity. The other search approach imposes little priors on the targetted signal. We propose an intermediate route based on a modification of unmodelled search methods in which time-frequency pattern matching is constrained by astrophysical waveform models (but not requiring accurate prediction for the waveform phase evolution). The set of astrophysically motivated patterns is conveniently encapsulated in a graph, that encodes the time-frequency pixels and their co-occurrence. This allows the use of efficient graph-based optimization techniques to perform the pattern search in the data. We show in the example of black-hole binary searches that such an approach leads to an averaged increase in the distance reach (+7-8\%) for this specific source over standard unmodelled searches.
arXiv comment11 pages, 10 figures, 1 table. DCC LIGO number LIGO-P1800100. Published in Physical Review D
References in corpus (42)
- Observation of Gravitational Waves from a Binary Black Hole Merger
- GW170817: Observation of Gravitational Waves from a Binary Neutron Star Inspiral
- Advanced Virgo: a 2nd generation interferometric gravitational wave detector
- Advanced LIGO
- GW151226: Observation of Gravitational Waves from a 22-Solar-Mass Binary Black Hole Coalescence
- GW170104: Observation of a 50-Solar-Mass Binary Black Hole Coalescence at Redshift 0.2
- GW170814: A Three-Detector Observation of Gravitational Waves from a Binary Black Hole Coalescence
- GW170608: Observation of a 19-solar-mass Binary Black Hole Coalescence
- Binary Black Hole Mergers in the first Advanced LIGO Observing Run
- Interferometer design of the KAGRA gravitational wave detector
- GW150914: The Advanced LIGO Detectors in the Era of First Discoveries
- The PyCBC search for gravitational waves from compact binary coalescence
- GW150914: First results from the search for binary black hole coalescence with Advanced LIGO
- Effective-one-body model for black-hole binaries with generic mass ratios and spins
- Method for detection and reconstruction of gravitational wave transients with networks of advanced detectors
- A chi-squared time-frequency discriminator for gravitational wave detection
- Coherent method for detection of gravitational wave bursts
- Prototype effective-one-body model for nonprecessing spinning inspiral-merger-ringdown waveforms
- Observing gravitational-wave transient GW150914 with minimal assumptions
- Low-latency analysis pipeline for compact binary coalescences in the advanced gravitational wave detector era
- Phasing of gravitational waves from inspiralling eccentric binaries
- Frequency domain reduced order model of aligned-spin effective-one-body waveforms with generic mass-ratios and spins
- A stochastic template placement algorithm for gravitational wave data analysis
- Searching for Gravitational Waves from Compact Binaries with Precessing Spins
- Gravitational-wave phasing for low-eccentricity inspiralling compact binaries to 3PN order
- X-Pipeline: An analysis package for autonomous gravitational-wave burst searches
- Complete waveform model for compact binaries on eccentric orbits
- Improving the sensitivity of a search for coalescing binary black holes with non-precessing spins in gravitational wave data
- Search for Gravitational Waves from Binary Black Hole Inspiral, Merger and Ringdown in LIGO-Virgo Data from 2009-2010
- Frequency and time domain inspiral templates for comparable mass compact binaries in eccentric orbits
- Gravitational-wave observations of binary black holes: Effect of non-quadrupole modes
- Impact of Higher Harmonics in Searching for Gravitational Waves from Non-Spinning Binary Black Holes
- Hidden Markov model tracking of continuous gravitational waves from a neutron star with wandering spin
- Impact of gravitational radiation higher order modes on single aligned-spin gravitational wave searches for binary black holes
- Gravitational waves from merging compact binaries
- Designing a template bank to observe compact binary coalescences in Advanced LIGO's second observing run
- The detectability of eccentric compact binary coalescences with advanced gravitational-wave detectors
- Seedless clustering in all-sky searches for gravitational-wave transients
- Reconstruction of Chirp Mass in the Search of Compact Binaries
- Detecting compact binary coalescences with seedless clustering
- A stochastic template bank for gravitational wave searches for precessing neutron-star--black-hole coalescence events
- Wavelet graphs for the direct detection of gravitational waves