107 citations · 400 across the 18 of their papers we have counts for
4 papers · 1 filter
Employing Deep Learning for Detection of Gravitational Waves from Compact Binary Coalescences
Chetan Verma, Amit Reza, Dilip Krishnaswamy +2
The matched filtering paradigm is the mainstay of gravitational wave (GW) searches from astrophysical coalescing compact binaries. The compact binary coalescence (CBC) search pipel…
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…
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…
Random projections in gravitational-wave searches from compact binaries II: efficient reconstruction of the detection statistic
Amit Reza, Anirban Dasgupta, Anand S. Sengupta
Low-latency gravitational wave search pipelines such as GstLAL take advantage of low-rank factorization of the template matrix via singular value decomposition (SVD). With unpreced…