Deep Neural Networks to Enable Real-time Multimessenger Astrophysics

30 December 2016

Papers citing "Deep Neural Networks to Enable Real-time Multimessenger Astrophysics"

20 / 20 papers shown

Title
Towards a robust and reliable deep learning approach for detection of compact binary mergers in gravitational wave data S. Jadhav Mihir Shrivastava S. Mitra OOD 31 9 0 20 Jun 2023
Boosting the Efficiency of Parametric Detection with Hierarchical Neural Networks Jingkai Yan R. Colgan John N. Wright Z. Márka I. Bartos S. Márka 34 3 0 23 Jul 2022
DeepSNR: A deep learning foundation for offline gravitational wave detection Michael Andrews M. Paulini Luke Sellers Alexey Bobrick Gianni Martire Haydn Vestal OffRL 24 6 0 11 Jul 2022
Inference-optimized AI and high performance computing for gravitational wave detection at scale Pranshu Chaturvedi Asad Khan Minyang Tian Eliu A. Huerta Huihuo Zheng 21 29 0 26 Jan 2022
NUMA-aware FFT-based Convolution on ARMv8 Many-core CPUs Xiandong Huang Qinglin Wang Shuyu Lu Ruochen Hao Songzhu Mei Jie Liu 23 7 0 25 Sep 2021
The effect of phased recurrent units in the classification of multiple catalogs of astronomical lightcurves C. Donoso-Oliva Guillermo Cabrera-Vives P. Protopapas R. Carrasco-Davis P. Estévez 23 7 0 07 Jun 2021
Advances in Machine and Deep Learning for Modeling and Real-time Detection of Multi-Messenger Sources Eliu A. Huerta Zhizhen Zhao 42 21 0 13 May 2021
Detection of gravitational-wave signals from binary neutron star mergers using machine learning Marlin B. Schäfer F. Ohme A. Nitz 27 33 0 02 Jun 2020
Core-Collapse Supernova Gravitational-Wave Search and Deep Learning Classification A. Iess E. Cuoco F. Morawski J. Powell 29 38 0 01 Jan 2020
Deep Learning for Cardiologist-level Myocardial Infarction Detection in Electrocardiograms Arjun Gupta Eliu A. Huerta Zhizhen Zhao I. Moussa 23 27 0 16 Dec 2019
Enabling real-time multi-messenger astrophysics discoveries with deep learning Eliu A. Huerta Gabrielle Allen I. Andreoni J. Antelis E. Bachelet ... Wei Wei J. Wells T. Williams Jinjun Xiong Zhizhen Zhao AI4CE 25 71 0 26 Nov 2019
Convolutional neural networks: a magic bullet for gravitational-wave detection? Timothy D. Gebhard Niki Kilbertus I. Harry Bernhard Schölkopf 27 91 0 18 Apr 2019
Reduced-order modeling with artificial neurons for gravitational-wave inference A. J. Chua C. Galley M. Vallisneri 27 52 0 13 Nov 2018
Exascale Deep Learning for Climate Analytics Thorsten Kurth Sean Treichler Josh Romero M. Mudigonda Nathan Luehr ... Michael A. Matheson J. Deslippe M. Fatica P. Prabhat Michael Houston BDL 17 260 0 03 Oct 2018
Real-time regression analysis with deep convolutional neural networks Eliu A. Huerta D. George Zhizhen Zhao Gabrielle Allen 32 4 0 07 May 2018
Denoising Gravitational Waves using Deep Learning with Recurrent Denoising Autoencoders Hongyu Shen D. George Eliu A. Huerta Zhizhen Zhao 35 66 0 27 Nov 2017
Deep Learning for Real-time Gravitational Wave Detection and Parameter Estimation with LIGO Data D. George Eliu A. Huerta 41 20 0 21 Nov 2017
Cosmological model discrimination with Deep Learning Jorit Schmelzle Aurelien Lucchi T. Kacprzak A. Amara R. Sgier Alexandre Réfrégier Thomas Hofmann 31 38 0 17 Jul 2017
Deep Learning-Based Communication Over the Air Sebastian Dörner Sebastian Cammerer J. Hoydis S. Brink 24 704 0 11 Jul 2017
An Introduction to Deep Learning for the Physical Layer Tim O'Shea J. Hoydis AI4CE 89 2,177 0 02 Feb 2017