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This paper presents an analysis of noise transients observed in LIGO data during the first part of the fourth observing run, using the unsupervised machine learning technique t-distributed Stochastic Neighbor Embedding (t-SNE) to examine…

Instrumentation and Methods for Astrophysics · Physics 2025-12-09 Tabata Aira Ferreira , Gabriela González , Osvaldo Salas

In this paper we investigate the impact of transient noise artifacts, or {\it glitches}, on gravitational-wave inference from ground-based interferometer data, and test how modeling and subtracting these glitches affects the inferred…

The characterization of the Advanced LIGO detectors in the second and third observing runs has increased the sensitivity of the instruments, allowing for a higher number of detectable gravitational-wave signals, and provided confirmation of…

Instrumentation and Methods for Astrophysics · Physics 2021-07-12 D. Davis , J. S. Areeda , B. K. Berger , R. Bruntz , A. Effler , R. C. Essick , R. P. Fisher , P. Godwin , E. Goetz , A. F. Helmling-Cornell , B. Hughey , E. Katsavounidis , A. P. Lundgren , D. M. Macleod , Z. Márka , T. J. Massinger , A. Matas , J. McIver , G. Mo , K. Mogushi , P. Nguyen , L. K. Nuttall , R. M. S. Schofield , D. H. Shoemaker , S. Soni , A. L. Stuver , A. L. Urban , G. Valdes , M. Walker , R. Abbott , C. Adams , R. X. Adhikari , A. Ananyeva , S. Appert , K. Arai , Y. Asali , S. M. Aston , C. Austin , A. M. Baer , M. Ball , S. W. Ballmer , S. Banagiri , D. Barker , C. Barschaw , L. Barsotti , J. Bartlett , J. Betzwieser , R. Beda , D. Bhattacharjee , J. Bidler , G. Billingsley , S. Biscans , C. D. Blair , R. M. Blair , N. Bode , P. Booker , R. Bork , A. Bramley , A. F. Brooks , D. D. Brown , A. Buikema , C. Cahillane , T. A. Callister , G. Caneva Santoro , K. C. Cannon , J. Carlin , K. Chandra , X. Chen , N. Christensen , A. A. Ciobanu , F. Clara , C. M. Compton , S. J. Cooper , K. R. Corley , M. W. Coughlin , S. T. Countryman , P. B. Covas , D. C. Coyne , S. G. Crowder , T. Dal Canton , B. Danila , L. E. H. Datrier , G. S. Davies , T. Dent , N. A. Didio , C. Di Fronzo , K. L. Dooley , J. C. Driggers , P. Dupej , S. E. Dwyer , T. Etzel , M. Evans , T. M. Evans , S. Fairhurst , J. Feicht , A. Fernandez-Galiana , R. Frey , P. Fritschel , V. V. Frolov , P. Fulda , M. Fyffe , B. U. Gadre , J. A. Giaime , K. D. Giardina , G. González , S. Gras , C. Gray , R. Gray , A. C. Green , A. Gupta , E. K. Gustafson , R. Gustafson , J. Hanks , J. Hanson , T. Hardwick , I. W. Harry , R. K. Hasskew , M. C. Heintze , J. Heinzel , N. A. Holland , I. J. Hollows , C. G. Hoy , S. Hughey , S. J. Jadhav , K. Janssens , G. Johns , J. D. Jones , S. Kandhasamy , S. Karki , M. Kasprzack , K. Kawabe , D. Keitel , N. Kijbunchoo , Y. M. Kim , P. J. King , J. S. Kissel , S. Kulkarni , Rahul Kumar , M. Landry , B. B. Lane , B. Lantz , M. Laxen , Y. K. Lecoeuche , J. Leviton , J. Liu , M. Lormand , R. Macas , A. Macedo , M. MacInnis , V. Mandic , G. L. Mansell , S. Márka , B. Martinez , K. Martinovic , D. V. Martynov , K. Mason , F. Matichard , N. Mavalvala , R. McCarthy , D. E. McClelland , S. McCormick , L. McCuller , C. McIsaac , T. McRae , G. Mendell , K. Merfeld , E. L. Merilh , P. M. Meyers , F. Meylahn , I. Michaloliakos , H. Middleton , J. C. Mills , T. Mistry , R. Mittleman , G. Moreno , C. M. Mow-Lowry , S. Mozzon , L. Mueller , N. Mukund , A. Mullavey , J. Muth , T. J. N. Nelson , A. Neunzert , S. Nichols , E. Nitoglia , J. Oberling , J. J. Oh , S. H. Oh , Richard J. Oram , R. G. Ormiston , N. Ormsby , C. Osthelder , D. J. Ottaway , H. Overmier , A. Pai , J. R. Palamos , F. Pannarale , W. Parker , O. Patane , M. Patel , E. Payne , A. Pele , R. Penhorwood , C. J. Perez , K. S. Phukon , M. Pillas , M. Pirello , H. Radkins , K. E. Ramirez , J. W. Richardson , K. Riles , K. Rink , N. A. Robertson , J. G. Rollins , C. L. Romel , J. H. Romie , M. P. Ross , K. Ryan , T. Sadecki , M. Sakellariadou , E. J. Sanchez , L. E. Sanchez , L. Sandles , T. R. Saravanan , R. L. Savage , D. Schaetzl , R. Schnabel , E. Schwartz , D. Sellers , T. Shaffer , D. Sigg , A. M. Sintes , B. J. J. Slagmolen , J. R. Smith , K. Soni , B. Sorazu , A. P. Spencer , K. A. Strain , D. Strom , L. Sun , M. J. Szczepańczyk , J. Tasson , R. Tenorio , M. Thomas , P. Thomas , K. A. Thorne , K. Toland , C. I. Torrie , A. Tran , G. Traylor , M. Trevor , M. Tse , G. Vajente , N. van Remortel , D. C. Vander-Hyde , A. Vargas , J. Veitch , P. J. Veitch , K. Venkateswara , G. Venugopalan , A. D. Viets , V. Villa-Ortega , T. Vo , C. Vorvick , M. Wade , G. S. Wallace , R. L. Ward , J. Warner , B. Weaver , A. J. Weinstein , R. Weiss , K. Wette , D. D. White , L. V. White , C. Whittle , A. R. Williamson , B. Willke , C. C. Wipf , L. Xiao , R. Xu , H. Yamamoto , Hang Yu , Haocun Yu , L. Zhang , Y. Zheng , M. E. Zucker , J. Zweizig

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

Gravitational wave astronomy has been already a well-established research domain for many years. Moreover, after the detection by LIGO/Virgo collaboration, in 2017, of the first gravitational wave signal emitted during the collision of a…

Instrumentation and Methods for Astrophysics · Physics 2020-09-15 A. Caramete , A. I. Constantinescu , L. I. Caramete , T. Popescu , R. A. Balasov , D. Felea , M. V. Rusu , P. Stefanescu , O. M. Tintareanu

Gravitational wave observations by ground based detectors such as LIGO and Virgo have transformed astrophysics, enabling the study of compact binary systems and their mergers. However, transient noise artifacts, or glitches, pose a…

General Relativity and Quantum Cosmology · Physics 2025-04-09 Chayan Chatterjee , Karan Jani

Gravitational waves from black hole binary mergers carry information about the component spins, but inference is sensitive to analysis assumptions, which may be broken by terrestrial noise transients known as glitches. Using a variety of…

General Relativity and Quantum Cosmology · Physics 2026-03-03 Rhiannon Udall , Sophie Bini , Katerina Chatziioannou , Derek Davis , Sophie Hourihane , Yannick Lecoeuche , Jess McIver , Simona Miller

Gravitational wave detection requires an in-depth understanding of the physical properties of gravitational wave signals, and the noise from which they are extracted. Understanding the statistical properties of noise is a complex endeavor,…

General Relativity and Quantum Cosmology · Physics 2019-12-05 Wei Wei , E. A. Huerta

Neutron stars are known to show accelerated spin-up of their rotational frequency called a glitch. Highly magnetized rotating neutron stars (pulsars) are frequently observed by radio telescopes (and in other frequencies), where the glitch…

High Energy Astrophysical Phenomena · Physics 2022-11-30 Dixeena Lopez , Shubhanshu Tiwari , Marco Drago , David Keitel , Claudia Lazzaro , Giovanni Andrea Prodi

Analyzing the records of Advanced LIGO and Virgo gravitational observatories, we found a permanent time-domain asymmetry inherent only to the signals of their gravitational detectors. Experiments with different periodic signals, Gaussian…

General Relativity and Quantum Cosmology · Physics 2022-12-14 Alexander V. Kramarenko , Andrey V. Kramarenko

As our ability to sense increases, we are experiencing a transition from data-poor problems, in which the central issue is a lack of relevant data, to data-rich problems, in which the central issue is to identify a few relevant features in…

Machine Learning · Computer Science 2023-02-08 Robert E. Colgan , Jingkai Yan , Zsuzsa Márka , Imre Bartos , Szabolcs Márka , John N. Wright

Gravitational waves are ripples in the space time fabric when high energy events such as black hole mergers or neutron star collisions take place. The first Gravitational Wave (GW) detection (GW150914) was made by the Laser Interferometer…

Instrumentation and Methods for Astrophysics · Physics 2021-04-13 Yash Chauhan

Transient signals of instrumental and environmental origins ("glitches") in gravitational wave data elevate the false alarm rate of searches for astrophysical signals and reduce their sensitivity. Glitches that directly overlap…

General Relativity and Quantum Cosmology · Physics 2023-05-24 Soumya D. Mohanty , Mohammad A. T. Chowdhury

Gravitational waves from binary black hole and neutron star mergers are being regularly detected. As of 2021, ninety confident gravitational wave detections have been made by the LIGO and Virgo detectors. Work is ongoing to further increase…

General Relativity and Quantum Cosmology · Physics 2022-03-15 Craig Cahillane , Georgia Mansell

Gravitational-wave observatories like LIGO are large-scale, terrestrial instruments housed in infrastructure that spans a multi-kilometer geographic area and which must be actively controlled to maintain operational stability for long…

In their fourth observing run, the LIGO--Virgo--KAGRA gravitational-wave observatories have found hundreds of new signals, but many are contaminated by non-Gaussian transient noise artefacts known as glitches. Left unaddressed, glitches can…

General Relativity and Quantum Cosmology · Physics 2026-04-03 Mattia Emma , Ann-Kristin Malz , Adriana Dias , Gregory Ashton

Coincident observations with gravitational wave (GW) detectors and other astronomical instruments are in the focus of the experiments with the network of LIGO, Virgo and GEO detectors. They will become a necessary part of the future GW…

Instrumentation and Methods for Astrophysics · Physics 2011-05-25 S. Klimenko , G. Vedovato , M. Drago , G. Mazzolo , G. Mitselmakher , C. Pankow , G. Prodi , V. Re , F. Salemi , I. Yakushin

It is expected that interferometric gravitational wave detectors such as LIGO \cite{Barish99} will be eventually limited by fundamental noise sources like shot noise and Brownian motion, as well as by seismic noise. In the commissioning…

General Relativity and Quantum Cosmology · Physics 2009-11-10 Gabriela Gonzalez

As two neutron stars merge, they emit gravitational waves that can potentially be detected by earth bound detectors. Matched-filtering based algorithms have traditionally been used to extract quiet signals embedded in noise. We introduce a…

High Energy Astrophysical Phenomena · Physics 2020-09-29 Marlin B. Schäfer , Frank Ohme , Alexander H. Nitz

Gravitational waves are theorized to be gravitationally lensed when they propagate near massive objects. Such lensing effects cause potentially detectable repeated gravitational wave patterns in ground- and space-based gravitational wave…

Instrumentation and Methods for Astrophysics · Physics 2020-01-07 Amit Jit Singh , Ivan S. C. Li , Otto A. Hannuksela , Tjonnie G. F. Li , Kyungmin Kim