When to Point Your Telescopes: Gravitational Wave Trigger Classification for Real-Time Multi-Messenger Followup Observations
Abstract
We develop a robust and self-consistent framework to extract and classify gravitational wave candidates from noisy data, for the purpose of assisting in real-time multi-messenger follow-ups during LIGO-Virgo-KAGRA's fourth observing run~(O4). Our formalism implements several improvements to the low latency calculation of the probability of astrophysical origin~(\PASTRO{}), so as to correctly account for various factors such as the sensitivity change between observing runs, and the deviation of the recovered template waveform from the true gravitational wave signal that can strongly bias said calculation. We demonstrate the high accuracy with which our new formalism recovers and classifies gravitational wave triggers, by analyzing replay data from previous observing runs injected with simulated sources of different categories. We show that these improvements enable the correct identification of the majority of simulated sources, many of which would have otherwise been misclassified. We carry out the aforementioned analysis by implementing our formalism through the \GSTLAL{} search pipeline even though it can be used in conjunction with potentially any matched filtering pipeline. Armed with robust and self-consistent \PASTRO{} values, the \GSTLAL{} pipeline can be expected to provide accurate source classification information for assisting in multi-messenger follow-up observations to gravitational wave alerts sent out during O4.
Keywords
Cite
@article{arxiv.2306.07190,
title = {When to Point Your Telescopes: Gravitational Wave Trigger Classification for Real-Time Multi-Messenger Followup Observations},
author = {Anarya Ray and Wanting Niu and Shio Sakon and Becca Ewing and Jolien D. E. Creighton and Chad Hanna and Shomik Adhicary and Pratyusava Baral and Amanda Baylor and Kipp Cannon and Sarah Caudill and Bryce Cousins and Heather Fong and Richard N. George and Patrick Godwin and Reiko Harada and Yun-Jing Huang and Rachael Huxford and Prathamesh Joshi and Shasvath Kapadia and James Kennington and Soichiro Kuwahara and Alvin K. Y. Li and Ryan Magee and Duncan Meacher and Cody Messick and Soichiro Morisaki and Debnandini Mukherjee and Alex Pace and Cort Posnansky and Surabhi Sachdev and Divya Singh and Ron Tapia and Leo Tsukada and Takuya Tsutsui and Koh Ueno and Aaron Viets and Leslie Wade and Madeline Wade},
journal= {arXiv preprint arXiv:2306.07190},
year = {2023}
}
Comments
v2 upload was accidental. revert back to v1