402 citations · 1.2k across the 50 of their papers we have counts for
6 papers · 1 filter
Swift sky localization of gravitational waves using deep learning seeded importance sampling
Alex Kolmus, Grégory Baltus, Justin Janquart +3
Fast, highly accurate, and reliable inference of the sky origin of gravitational waves would enable real-time multi-messenger astronomy. Current Bayesian inference methodologies, a…
On the identification of individual gravitational wave image types of a lensed system using higher-order modes
Justin Janquart, Eungwang Seo, Otto A. Hannuksela +2
Similarly to light, gravitational waves can be gravitationally lensed as they propagate near massive astrophysical objects such as galaxies, stars, or black holes. In recent years,…
Detecting the early inspiral of a gravitational-wave signal with convolutional neural networks
Grégory Baltus, Justin Janquart, Melissa Lopez +3
We introduce a novel methodology for the operation of an early %warning alert system for gravitational waves. It is based on short convolutional neural networks. We focus on compac…
A fast and precise methodology to search for and analyse strongly lensed gravitational-wave events
Justin Janquart, Otto A. Hannuksela, Haris K. +1
Gravitational waves, like light, can be gravitationally lensed by massive astrophysical objects such as galaxies and galaxy clusters. Strong gravitational-wave lensing, forecasted…
Convolutional neural networks for the detection of the early inspiral of a gravitational-wave signal
Gregory Baltus, Justin Janquart, Melissa Lopez +3
GW170817 has led to the first example of multi-messenger astronomy with observations from gravitational wave interferometers and electromagnetic telescopes combined to characterise…
Biases in parameter estimation from overlapping gravitational-wave signals in the third generation detector era
Anuradha Samajdar, Justin Janquart, Chris Van Den Broeck +1
In the past few years, the detection of gravitational waves from compact binary coalescences with the Advanced LIGO and Advanced Virgo detectors has become routine. Future observat…