Bulletin of the American Physical Society
2023 APS April Meeting
Volume 68, Number 6
Minneapolis, Minnesota (Apr 15-18)
Virtual (Apr 24-26); Time Zone: Central Time
Session F09: Gravitational Wave Data Analysis: Machine Learning Methods and Black Hole Spin Inference
8:30 AM–9:54 AM,
Sunday, April 16, 2023
Room: Conrad B/C - 2nd Floor
Sponsoring
Units:
DGRAV GDS
Chair: Katerina Chatziioannou, Caltech
Abstract: F09.00003 : New search pipeline for gravitational waves with higher-order harmonics*
8:54 AM–9:06 AM
Presenter:
Digvijay S Wadekar
(Institute for Advanced Study)
Authors:
Digvijay S Wadekar
(Institute for Advanced Study)
Tejaswi Venumadhav
(University of California Santa Barbara)
Matias Zaldarriaga
(Institute for Advanced Study)
Javier Roulet
(Princeton University)
Barak Zackay
(Weizmann institute)
Seth Olsen
(Princeton University)
Jonathan Mushkin
(Weizmann institute)
Ajit Mehta
(University of California Santa Barbara)
Current GW searches could be overlooking some black hole mergers in LVK data because most template banks include waveforms with only the quadrupole mode (l,m)=(2,2), i.e., omitting higher modes (HM) such as (l,m)=(3,3), (4,4). In particular, templates with HM can be important for detecting high-mass systems (especially in the IMBH regime) with asymmetric mass-ratios. I will present an approach of using a combination of post-Newtonian formulae and machine learning tools to model HM waveforms based on information contained in the quadrupole waveform. This enables reusing a quadrupole-only template bank to efficiently search for GWs with HM. I will also discuss some preliminary results on searching for BBH events in the LIGO-VIRGO O3 data with our new effectual HM template-bank modeling method.
*We gratefully acknowledge support from the Friends of the Institute for Advanced Study Membership and from the W. M. Keck Foundation Fund. This research has made use of data, software and/or web tools obtained from the Gravitational Wave Open Science Center, a service of LIGO Laboratory, the LIGO Scientific Collaboration and the Virgo Collaboration.
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