LISA stellar-mass black hole searches with semicoherent and particle-swarm methods
arXiv:2305.18048 · doi:10.1103/PhysRevD.108.084014
Abstract
This paper considers the problem of searching for quiet, long-duration and broadband gravitational wave signals, such as stellar-mass binary black hole binaries, in mock LISA data. We propose a method that combines a semi-coherent likelihood with the use of a particle swarm optimizer capable of efficiently exploring a large parameter space. The semi-coherent analysis is used to widen the peak of the likelihood distribution over parameter space, congealing secondary peaks and thereby assisting in localizing the posterior bulk. An iterative strategy is proposed, using particle swarm methods to initially explore a wide, loosely-coherent likelihood and then progressively constraining the signal to smaller regions in parameter space by increasing the level of coherence. The properties of the semi-coherent likelihood are first demonstrated using the well-studied binary neutron star signal GW170817. As a proof of concept, the method is then successfully applied to a simplified search for a stellar-mass binary black hole in zero-noise LISA data. Finally, we conclude by discussing what remains to be done to develop this into a fully-capable search and how the method might also be adapted to tackle the EMRI search problem in LISA.
15 pages + appendices, 9 figures. Accepted in Physical Review D on 8 September 2023
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- A GPU-accelerated semi-coherent hierarchical search for stellar-mass binary inspiral signals in LISA
- Searching for gravitational waves from stellar-mass binary black holes early inspiral
- Discovering neutron stars with LISA via measurements of orbital eccentricity in Galactic binaries
- Dealing with data gaps for TianQin with massive black hole binary signal
- Test for LISA foreground Gaussianity and stationarity: galactic white-dwarf binaries
- Accelerating LISA inference with Gaussian processes
- Searching for stellar-origin binary black holes in LISA Data Challenge 1b: Yorsh
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- Archival Inference for Eccentric Stellar-Mass Binary Black Holes in Space-Based Gravitational Wave Observations
- Global time-frequency search for stellar-mass binary black holes in LISA