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Astrophysical Source Classification and Distance Estimation for PyCBC Live

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arxiv 2203.10080 v1 pith:3RVXINVX submitted 2022-03-18 astro-ph.HE astro-ph.IM

classification astro-ph.HEastro-ph.IM
keywords livemasspycbcadvancedbeencandidatechirpclassification
verification ladder T0 review T1 audit T2 compute T3 formal
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During the third observing run (O3) of the Advanced LIGO and Advanced Virgo detectors, dozens of candidate gravitational-wave (GW) events have been catalogued. A challenge of this observing run has been the rapid identification and public dissemination of compact binary coalescence (CBC) signals, a task carried out by low-latency searches such as PyCBC Live. During the later part of O3, we developed a method of classifying CBC sources, via their probabilities of containing neutron star or black hole components, within PyCBC Live, in order to facilitate immediate follow-up observations by electromagnetic and neutrino observatories. This fast classification uses the chirp mass recovered by the search as input, given the difficulty of measuring the mass ratio with high accuracy for lower-mass binaries. We also use a distance estimate derived from the search output to correct for the bias in chirp mass due to the cosmological redshift. We present results for simulated signals, and for confirmed candidate events identified in low latency over O3.

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Cited by 3 Pith papers

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score.

  1. Improving low-latency multi-messenger follow-up of neutron star-black hole mergers with mode-by-mode filtering

    gr-qc 2026-06 unverdicted novelty 6.0 of 10

    Mode-by-mode filtering of higher-order modes enables low-latency marginalization over mode information in NSBH gravitational-wave signals, tightening constraints on distance, inclination, and secondary mass.

  2. Method to get Better Sky Maps in a GstLAL Low-Latency Analysis

    astro-ph.IM 2026-06 unverdicted novelty 6.0 of 10

    A targeted hierarchical search refines GstLAL low-latency gravitational wave candidates to improve sky localization by 16.75% on average using O3 data and has been adopted for O4.

  3. PyCBC Live Search for Compact Binary Mergers in Advanced LIGO and Virgo's Fourth Observing Run

    astro-ph.IM 2026-06 unverdicted novelty 4.0 of 10

    PyCBC Live for O4 adds time-dependent background modeling, early warning search, and improved autogating, delivering sensitivity gains of 1.7-2.3x for coincident searches in mock data challenges.

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