Ai in gravitational wave analysis, an overview

V Benedetto, F Gissi, G Ciaparrone, L Troiano - Applied Sciences, 2023 - mdpi.com
Gravitational wave research presents a range of intriguing challenges, each of which has
driven significant progress in the field. Key research problems include glitch classification …

Follow-up analyses to the O3 LIGO–Virgo–KAGRA lensing searches

J Janquart, M Wright, S Goyal, JCL Chan… - Monthly Notices of …, 2023 - academic.oup.com
Along their path from source to observer, gravitational waves may be gravitationally lensed
by massive objects leading to distortion in the signals. Searches for these distortions …

Identifying strongly lensed gravitational waves through their phase consistency

JM Ezquiaga, W Hu, RKL Lo - Physical Review D, 2023 - APS
Strongly lensed gravitational waves (GWs) from binary coalescence manifest as repeated
chirps from the original merger. At the detectors, the phase of the lensed GWs and its arrival …

GLANCE–Gravitational Lensing Authenticator using Non-modelled Cross-correlation Exploration of Gravitational Wave Signals

A Chakraborty, S Mukherjee - Monthly Notices of the Royal …, 2024 - academic.oup.com
Gravitational lensing is the phenomenon where the presence of matter (called a lens) bends
the path of light-like trajectories travelling nearby. Similar to the geometric optics limit of …

Probing modified gravitational wave propagation with strongly lensed coalescing binaries

A Finke, S Foffa, F Iacovelli, M Maggiore, M Mancarella - Physical Review D, 2021 - APS
It has been recently shown that quadruply lensed gravitational-wave (GW) events due to
coalescing binaries can be localized to one or just a few galaxies, even in the absence of an …

SLICK: Strong Lensing Identification of Candidates Kindred in gravitational wave data

S Magare, A More, S Choudhary - Monthly Notices of the Royal …, 2024 - academic.oup.com
By the end of the next decade, we hope to have detected strongly lensed gravitational
waves by galaxies or clusters. Although there exist optimal methods for identifying lensed …

Galaxy lens reconstruction based on strongly lensed gravitational waves: similarity transformation degeneracy and mass-sheet degeneracy

JSC Poon, S Rinaldi, J Janquart… - Monthly Notices of …, 2025 - academic.oup.com
Gravitational wave (GW) galaxy lens reconstruction is a crucial step for many GW lensing
science applications. However, dark siren GW lensing without observed electromagnetic …

Ordering the confusion: a study of the impact of lens models on gravitational-wave strong lensing detection capabilities

J Janquart, A More… - Monthly Notices of the …, 2023 - academic.oup.com
When travelling from their source to the observer, gravitational waves can get deflected by
massive objects along their travel path. For a massive lens and a good source-lens …

Deep learning–based search for microlensing signature from binary black hole events in GWTC-1 and-2

K Kim, J Lee, OA Hannuksela… - The Astrophysical Journal, 2022 - iopscience.iop.org
We present the result of the first deep learning–based search for the signature of
microlensing in gravitational waves. This search seeks the signature induced by lenses with …

Detection and parameter estimation challenges of type-II lensed binary black hole signals

A Vijaykumar, AK Mehta, A Ganguly - Physical Review D, 2023 - APS
Strong lensing of gravitational-wave signals can produce three types of images, denoted as
type-I, type-II, and type-III, corresponding to the minima, saddle, and maxima, respectively, of …