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We report results of a public data-analysis challenge, hosted on the open data-science platform Kaggle, to detect simulated continuous gravitational-wave signals (CWs). These are weak signals from rapidly spinning neutron stars that remain…

As of this moment, fifty gravitational waves (GW) detections have been announced, thanks to the observational efforts of the LIGO-Virgo Collaboration, working with the Advanced LIGO and the Advanced Virgo interferometers. The detection of…

Instrumentation and Methods for Astrophysics · Physics 2021-12-30 Filip Morawski , Michał Bejger , Elena Cuoco , Luigia Petre

Deep learning method develops very fast as a tool for data analysis these years. Such a technique is quite promising to treat gravitational wave detection data. There are many works already in the literature which used deep learning…

Instrumentation and Methods for Astrophysics · Physics 2020-05-06 He Wang , Zhoujian Cao , Xiaolin Liu , Shichao Wu , Jian-Yang Zhu

A major challenge of any search for gravitational waves is to distinguish true astrophysical signals from those of terrestrial origin. Gravitational-wave experiments therefore make use of multiple detectors, considering only those signals…

Instrumentation and Methods for Astrophysics · Physics 2017-08-01 T. A. Callister , J. B. Kanner , T. J. Massinger , S. Dhurandhar , A. J. Weinstein

With the advanced LIGO and Virgo detectors taking observations the detection of gravitational waves is expected within the next few years. Extracting astrophysical information from gravitational wave detections is a well-posed problem and…

General Relativity and Quantum Cosmology · Physics 2016-08-31 Tyson B. Littenberg , Jonah B. Kanner , Neil J. Cornish , Margaret Millhouse

Detecting a stationary, stochastic gravitational wave signal is complicated by impossibility of observing the detector noise independently of the signal. One consequence is that we require at least two detectors to observe the signal, which…

General Relativity and Quantum Cosmology · Physics 2014-11-17 Lee Samuel Finn , Albert Lazzarini

We present a novel gravitational wave detection algorithm that conducts a matched filter search stochastically across the compact binary parameter space rather than relying on a fixed bank of template waveforms. This technique is…

We present a novel machine-learning approach to estimate selection effects in gravitational-wave observations. Using techniques similar to those commonly employed in image classification and pattern recognition, we train a series of…

High Energy Astrophysical Phenomena · Physics 2020-11-18 Davide Gerosa , Geraint Pratten , Alberto Vecchio

Sapce-borne gravitational wave antennas, such as LISA and LISA-like mission (Taiji and Tianqin), will offer novel perspectives for exploring our Universe while introduce new challenges, especially in data analysis. Aside from the known…

General Relativity and Quantum Cosmology · Physics 2024-09-17 Yuxiang Xu , Minghui Du , Peng Xu , Bo Liang , He Wang

The gravitational-wave detector is a complex and sensitive collection of advanced instruments that are impacted not only by mechanical/electronics systems but also by the surrounding environment. Hence, it is of great importance to classify…

Instrumentation and Methods for Astrophysics · Physics 2022-09-07 Piljong Jung , Sang Hoon Oh , Young-Min Kim , Edwin J. Son , Takaaki Yokozawa , Tatsuki Washimi , John J. Oh

Rapidly rotating neutron stars are promising sources of continuous gravitational wave radiation for the LIGO and Virgo interferometers. The majority of neutron stars in our galaxy have not been identified with electromagnetic observations.…

The analysis method currently proposed to search for isotropic stochastic radiation of primordial or astrophysical origin with the Laser Interferometer Space Antenna (LISA) relies on the combined use of two LISA channels, one of which is…

General Relativity and Quantum Cosmology · Physics 2008-11-26 E. L. Robinson , J. D. Romano , A. Vecchio

We investigate the issue in determining the significance of candidate transient gravitational-wave events in a ground-based interferometer network. Given the presence of non-Gaussian noise artefacts in real data, the noise background must…

Instrumentation and Methods for Astrophysics · Physics 2017-10-18 Collin Capano , Thomas Dent , Chad Hanna , Martin Hendry , Yi-Ming Hu , Chris Messenger , John Veitch

Continuous gravitational waves represent one of the long-sought types of signals that have yet to be detected. Due to their small amplitude, long observational datasets (months-years) have to be analyzed together, thereby vastly increasing…

General Relativity and Quantum Cosmology · Physics 2022-06-22 P. B. Covas , R. Prix

This paper provides a comprehensive guide to gravitational wave data processing, with a particular focus on signal generation, noise modeling, and optimization techniques. Beginning with an introduction to gravitational waves and the…

Instrumentation and Methods for Astrophysics · Physics 2024-10-17 Jingxu Wu , YuWei Yin , Chenjia Li , Yan Wang

The field of gravitational wave (GW) detection is progressing rapidly, with several next-generation observatories on the horizon, including LISA. GW data is challenging to analyze due to highly variable signals shaped by source properties…

General Relativity and Quantum Cosmology · Physics 2025-10-17 Maria-Catalina Isfan , Laurentiu-Ioan Caramete , Ana Caramete , Daniel Tonoiu , Alexandru Nicolin-Żaczek

The Advanced LIGO detectors have recently completed their second observation run successfully. The run lasted for approximately 10 months and lead to multiple new discoveries. The sensitivity to gravitational waves was partially limited by…

Instrumentation and Methods for Astrophysics · Physics 2019-02-27 J. C. Driggers , S. Vitale , A. P. Lundgren , M. Evans , K. Kawabe , S. E. Dwyer , K. Izumi , R. M. S. Schofield , A. Effler , D. Sigg , P. Fritschel , M. Drago , A. Nitz , B. P. Abbott , R. Abbott , T. D. Abbott , C. Adams , R. X Adhikari , V. B. Adya , A. Ananyeva , S. Appert , K. Arai , S. M. Aston , C. Austin , S. W. Ballmer , D. Barker , B. Barr , L. Barsotti , J. Bartlett , I. Bartos , J. C. Batch , A. S. Bell , J. Betzwieser , G. Billingsley , J. Birch , S. Biscans , C. D. Blair , R. M. Blair , R. Bork , A. F. Brooks , H. Cao , G. Ciani , F. Clara , S. J. Cooper , P. Corban , S. T. Countryman , P. B. Covas , M. J. Cowart , D. C. Coyne , A. Cumming , L. Cunningham , K. Danzmann , C. F. Da Silva Costa , E. J. Daw , D. DeBra , R. DeSalvo , K. L. Dooley , S. Doravari , T. B. Edo , T. Etzel , T. M. Evans , H. Fair , A. Fernandez-Galiana , E. C. Ferreira , R. P. Fisher , H. Fong , R. Frey , V. V. Frolov , P. Fulda , M. Fyffe , B. Gateley , J. A. Giaime , K. D. Giardina , E. Goetz , R. Goetz , S. Gras , C. Gray , H. Grote , K. E. Gushwa , E. K. Gustafson , R. Gustafson , E. D. Hall , G. Hammond , J. Hanks , J. Hanson , T. Hardwick , G. M. Harry , M. C. Heintze , A. W. Heptonstall , J. Hough , R. Jones , S. Kandhasamy , S. Karki , M. Kasprzack , S. Kaufer , R. Kennedy , N. Kijbunchoo , W. Kim , E. J. King , P. J. King , J. S. Kissel , W. Z. Korth , G. Kuehn , M. Landry , B. Lantz , M. Laxen , J. Liu , N. A. Lockerbie , M. Lormand , M. MacInnis , D. M. Macleod , S. Marka , Z. Marka , A. S. Markosyan , E. Maros , P. Marsh , I. W. Martin , D. V. Martynov , K. Mason , T. J. Massinger , F. Matichard , N. Mavalvala , R. McCarthy , D. E. McClelland , S. McCormick , L. McCuller , J. McIver , D. J. McManus , T. McRae , G. Mendell , E. L. Merilh , P. M. Meyers , R. Mittleman , K. Mogushi , D. Moraru , G. Moreno , C. M. Mow-Lowry , G. Mueller , N. Mukund , A. Mullavey , J. Munch , T. J. N. Nelson , P. Nguyen , L. K. Nuttall , J. Oberling , M. Oliver , P. Oppermann , Richard J. Oram , B. O'Reilly , D. J. Ottaway , H. Overmier , J. R. Palamos , W. Parker , A. Pele , S. Penn , C. J. Perez , M. Phelps , V. Pierro , I. M. Pinto , M. Pirello , M. Principe , L. G. Prokhorov , O. Puncken , V. Quetschke , E. A. Quintero , H. Radkins , P. Raffai , K. E. Ramirez , S. Reid , D. H. Reitze , N. A. Robertson , J. G. Rollins , V. J. Roma , C. L. Romel , J. H. Romie , M. P. Ross , S. Rowan , K. Ryan , T. Sadecki , E. J. Sanchez , L. E. Sanchez , V. Sandberg , R. L. Savage , D. Sellers , D. A. Shaddock , T. J. Shaffer , B. Shapiro , D. H. Shoemaker , B. J. J. Slagmolen , B. Smith , J. R. Smith , B. Sorazu , A. P. Spencer , K. A. Strain , D. B. Tanner , R. Taylor , M. Thomas , P. Thomas , K. A. Thorne , E. Thrane , K. Toland , C. I. Torrie , G. Traylor , M. Tse , D. Tuyenbayev , G. Vajente , G. Valdes , A. A. van Veggel , S. Vass , A. Vecchio , P. J. Veitch , K. Venkateswara , G. Venugopalan , T. Vo , C. Vorvick , M. Walker , R. L. Ward , J. Warner , B. Weaver , R. Weiss , P. Wessels , B. Willke , C. C. Wipf , J. Worden , H. Yamamoto , C. C. Yancey , Hang Yu , Haocun Yu , L. Zhang , M. E. Zucker , J. Zweizig

Any search effort for gravitational waves (GW) using interferometric detectors like LIGO needs to be able to identify if and when noise is coupling into the detector's output signal. The Critical Coupling Likelihood (CCL) method has been…

Data Analysis, Statistics and Probability · Physics 2015-06-03 Cesar A. Costa , Cristina V. Torres

The matched filtering paradigm is the mainstay of gravitational wave (GW) searches from astrophysical coalescing compact binaries. The compact binary coalescence (CBC) search pipelines perform the matched filter between the GW detector's…

General Relativity and Quantum Cosmology · Physics 2024-06-19 Chetan Verma , Amit Reza , Dilip Krishnaswamy , Sarah Caudill , Gurudatt Gaur

The detection of gravitational waves has opened unparalleled opportunities for observing the universe, particularly through the study of black hole inspirals. These events serve as unique laboratories to explore the laws of physics under…

General Relativity and Quantum Cosmology · Physics 2024-10-22 Beka Modrekiladze