Deep Learning for Real-time Gravitational Wave Detection and Parameter Estimation: Results with Advanced LIGO Data

8 November 2017

Papers citing "Deep Learning for Real-time Gravitational Wave Detection and Parameter Estimation: Results with Advanced LIGO Data"

40 / 40 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 67 9 0 20 Jun 2023
Machine-Learning Love: classifying the equation of state of neutron stars with Transformers Gonçalo Gonçalves Márcio Ferreira João Aveiro António Onofre F. F. Freitas C. Providência J. Font 101 5 0 15 Oct 2022
MLGWSC-1: The first Machine Learning Gravitational-Wave Search Mock Data Challenge Marlin B. Schäfer O. Zelenka A. Nitz He Wang Shichao Wu ... Bernd Brügmann E. Cuoco Eliu A. Huerta C. Messenger F. Ohme 79 28 0 22 Sep 2022
Boosting the Efficiency of Parametric Detection with Hierarchical Neural Networks Jingkai Yan R. Colgan John N. Wright Z. Márka I. Bartos S. Márka 74 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 49 6 0 11 Jul 2022
Extract Dynamic Information To Improve Time Series Modeling: a Case Study with Scientific Workflow Jeeyung Kim Mengtian Jin Youkow Homma A. Sim W. Kroeger K. Wu AI4TS 28 0 0 19 May 2022
Interpreting a Machine Learning Model for Detecting Gravitational Waves M. Safarzadeh Asad Khan Eliu A. Huerta Martin Wattenberg 103 2 0 15 Feb 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 72 28 0 26 Jan 2022
DeepAdversaries: Examining the Robustness of Deep Learning Models for Galaxy Morphology Classification A. Ćiprijanović Diana Kafkes Gregory F. Snyder F. Sánchez G. Perdue K. Pedro Brian D. Nord Sandeep Madireddy Stefan M. Wild AAML 82 17 0 28 Dec 2021
Applications and Techniques for Fast Machine Learning in Science A. Deiana Nhan Tran Joshua C. Agar Michaela Blott G. D. Guglielmo ... Ashish Sharma S. Summers Pietro Vischia J. Vlimant Olivia Weng 92 72 0 25 Oct 2021
Interpretable AI forecasting for numerical relativity waveforms of quasi-circular, spinning, non-precessing binary black hole mergers Asad Khan Eliu A. Huerta Huihuo Zheng 101 10 0 13 Oct 2021
Morphological classification of compact and extended radio galaxies using convolutional neural networks and data augmentation techniques V. Maslej-Krešňáková K. E. Bouchefry P. Butka 35 13 0 01 Jul 2021
Training Strategies for Deep Learning Gravitational-Wave Searches Marlin B. Schäfer O. Zelenka A. Nitz F. Ohme Bernd Brügmann 51 24 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 106 21 0 13 May 2021
Generalized Approach to Matched Filtering using Neural Networks Jingkai Yan Mariam Avagyan R. Colgan D. Veske I. Bartos John N. Wright Z. Márka S. Márka 48 21 0 08 Apr 2021
Extensive Studies of the Neutron Star Equation of State from the Deep Learning Inference with the Observational Data Augmentation Yuki Fujimoto K. Fukushima K. Murase BDL 42 28 0 20 Jan 2021
Accelerated, Scalable and Reproducible AI-driven Gravitational Wave Detection Eliu A. Huerta Asad Khan Xiaobo Huang Minyang Tian Maksim Levental ... Daniel S. Katz Volodymyr V. Kindratenko D. Mu Ben Blaiszik Ian Foster 127 61 0 15 Dec 2020
Lightning-Fast Gravitational Wave Parameter Inference through Neural Amortization Arnaud Delaunoy Antoine Wehenkel T. Hinderer S. Nissanke Christoph Weniger A. Williamson Gilles Louppe 107 30 0 24 Oct 2020
Genetic-algorithm-optimized neural networks for gravitational wave classification Dwyer Deighan Scott E. Field C. Capano G. Khanna 50 22 0 09 Oct 2020
Computational Techniques for Parameter Estimation of Gravitational Wave Signals R. Meyer M. Edwards P. Maturana-Russel N. Christensen 64 7 0 22 Sep 2020
Classifying the Equation of State from Rotating Core Collapse Gravitational Waves with Deep Learning M. Edwards 63 13 0 15 Sep 2020
Complete parameter inference for GW150914 using deep learning Stephen R. Green J. Gair BDL 93 90 0 07 Aug 2020
Detection of Gravitational Waves Using Bayesian Neural Networks Yu-Chiung Lin Jiun-Huei Proty Wu 67 27 0 08 Jul 2020
Classifying CMB time-ordered data through deep neural networks F. Rojas L. Maurin R. Dünner K. Pichara 16 4 0 13 Apr 2020
Inpainting via Generative Adversarial Networks for CMB data analysis A. V. Sadr F. Farsian 40 3 0 08 Apr 2020
Deep Learning for Cardiologist-level Myocardial Infarction Detection in Electrocardiograms Arjun Gupta Eliu A. Huerta Zhizhen Zhao I. Moussa 59 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 68 70 0 26 Nov 2019
Learning Bayesian posteriors with neural networks for gravitational-wave inference A. J. Chua M. Vallisneri BDL UQCV 72 79 0 12 Sep 2019
Convolutional neural networks: a magic bullet for gravitational-wave detection? Timothy D. Gebhard Niki Kilbertus I. Harry Bernhard Schölkopf 63 92 0 18 Apr 2019
Physics of eccentric binary black hole mergers: A numerical relativity perspective Eliu A. Huerta Roland Haas Sarah Habib Anushri Gupta A. Rebei ... S. Rosofsky E. Wessel B. Agarwal Diyu Luo W. Ren 35 23 0 21 Jan 2019
An overview of deep learning in medical imaging focusing on MRI A. Lundervold A. Lundervold OOD 112 1,651 0 25 Nov 2018
Reduced-order modeling with artificial neurons for gravitational-wave inference A. J. Chua C. Galley M. Vallisneri 72 52 0 13 Nov 2018
Supporting High-Performance and High-Throughput Computing for Experimental Science Eliu A. Huerta Roland Haas S. Jha Mark S. Neubauer Daniel S. Katz 143 12 0 06 Oct 2018
Forest Packing: Fast, Parallel Decision Forests J. Browne Tyler M. Tomita Disa Mhembere Randal C. Burns Joshua T. Vogelstein 48 16 0 19 Jun 2018
Real-time regression analysis with deep convolutional neural networks Eliu A. Huerta D. George Zhizhen Zhao Gabrielle Allen 77 4 0 07 May 2018
Denoising Gravitational Waves using Deep Learning with Recurrent Denoising Autoencoders Hongyu Shen D. George Eliu A. Huerta Zhizhen Zhao 85 66 0 27 Nov 2017
Deep Learning for Real-time Gravitational Wave Detection and Parameter Estimation with LIGO Data D. George Eliu A. Huerta 57 19 0 21 Nov 2017
Deep Transfer Learning: A new deep learning glitch classification method for advanced LIGO D. George Hongyu Shen Eliu A. Huerta 69 92 0 22 Jun 2017
DeepStack: Expert-Level Artificial Intelligence in No-Limit Poker Matej Moravcík Martin Schmid Neil Burch Viliam Lisý Dustin Morrill Nolan Bard Trevor Davis Kevin Waugh Michael Bradley Johanson Michael Bowling BDL 261 913 0 06 Jan 2017
Deep Neural Networks to Enable Real-time Multimessenger Astrophysics D. George Eliu A. Huerta 120 201 0 30 Dec 2016