Projects with GWOSC data

Some examples of projects using GWOSC data are shown on this page.

Listing a project here does not imply endorsement by LIGO Laboratory, the LIGO Scientific Collaboration or the Virgo Collaboration.

If you have completed a project with GWOSC data, please let us know!

Student Ashley Disbrow presents her work at the 2014 American Astronomical Society meeting in Washington, DC.

Student Emma Wadley created the installation art, titled Void (2016), shown above. Her artist statement includes this description: "I have used black paper to represent fear through the colour associated with death, shadows and the deepest nights ... The addition of light creates an eerie iridescence and the soundscape aims to unnerve and intrigue through otherworldly noise of Gravitational waves and the Mariana Trench."

Scientific Publications

Below are the most recent publications citing GWOSC, based on a query to INSPIRE HEP.

1) Intrinsic handedness in O1-O4a black-hole mergers: probing orbital precession, remnant retention in dense environments and cosmological mirror asymmetry

Juan Calderón Bustillo, Adrián del Rio, Nicolás Sanchis-Gual, et al.

arxiv:2606.17752 | INSPIRE

2) The Chirp-Mass Ladder: A New Rung Emerges

Vaibhav Tiwari

arxiv:2606.18081 | INSPIRE

3) CASPER: Interpretable ResNet based Classifier with FastShap Explainer for Gravitational Wave Detection

R. Rai, R. Verma

arxiv:2606.17214 | INSPIRE

4) Linear Gravitational Wave Memory Through the Window of Core-Collapse Supernovae

Colter J. Richardson, Anthony Mezzacappa, Haakon Andresen, et al.

arxiv:2606.14670 | INSPIRE

5) Fortifying gravitational-wave population inference with normalizing flows

Christian Adamcewicz, Hugh McDougall, Paul D. Lasky, et al.

arxiv:2606.14229 | INSPIRE

6) Artifact-Conditioned Interval Diagnostics for Flow-Matching Neural Posterior Estimation in a Controlled Gravitational-Wave Benchmark

Zhi Luo, Qi-Qin Jing

arxiv:2606.12496 | INSPIRE

7) Optimising ultra-light dark matter searches with ground-based interferometers

Paola C.M. Delgado, Ornella J. Piccinni, Federico R. Urban

arxiv:2606.09210 | INSPIRE

8) Line-of-sight acceleration in compact binaries with higher harmonics and eccentricity

Soumen Roy, Justin Janquart

arxiv:2606.08838 | INSPIRE

9) Short Gravitational-Wave Transients as Probes of Cosmic Domain Walls

Tore Boybeyi, Doga Veske, David Maibach

arxiv:2606.06478 | INSPIRE

10) Model-Independent Search Discards Faint Lensed-Pairs of Gravitational Wave Events in the Sub-Threshold Candidates of GWTC-4

Aniruddha Chakraborty, Suvodip Mukherjee

arxiv:2606.03346 | INSPIRE

11) Speed and accuracy for long signals: Frequency-domain effective-one-body waveforms for compact binary coalescences

Marcus Haberland, Alessandra Buonanno

arxiv:2606.02690 | INSPIRE

12) Eccentric and unbound compact binaries in the LIGO-Virgo-KAGRA catalog: parameter estimation and waveform systematics with SEOBNRv6EHM

Lorenzo Pompili, Aldo Gamboa, Alessandra Buonanno

arxiv:2605.28716 | INSPIRE

13) Open Data from LIGO, Virgo, and KAGRA through the Second Part of the Fourth Observing Run

arxiv:2605.27090 | INSPIRE

14) GWTC-5.0: An Introduction to Version 5.0 of the Gravitational-Wave Transient Catalog

A.G. Abac, A. Abe, I. Abouelfettouh, et al.

arxiv:2605.27223 | INSPIRE

15) Evidence for mass-dependent spin subpopulations in GWTC-4

Asad Hussain, Maximiliano Isi, Aaron Zimmerman

arxiv:2605.24281 | INSPIRE

16) Dynamics of Binary System around a Supermassive Black Hole :Binary Scattering and Eccentric vZLK Oscillations

Kei-ichi Maeda, Hirotada Okawa

arxiv:2605.22525 | INSPIRE

17) Gravitational Wave Hyperbolic Catalog: Reanalyzing High-Mass Gravitational Wave Signals Using Hyperbolic Waveforms

Jacob Lange, Danilo Chiaramello, Peter Lott, et al.

arxiv:2605.21640 | INSPIRE

18) Fisher Information Velocity: A New Geometric Channel for Precision Glitch Identification in Gravitational-Wave Detectors

James Kennington, Zach Yarbrough

arxiv:2605.21531 | INSPIRE

19) A universal framework to identify eccentric binary mergers: GW200105 case study

Teagan A. Clarke, Isobel M. Romero-Shaw, Charlie Hoy, et al.

arxiv:2605.18742 | INSPIRE

20) Effects of formation channels and gravitational lensing on stochastic gravitational wave background

Xin-yi Lin, Zhengxiang Li

arxiv:2605.18097 | INSPIRE

Other Projects

GWeasy: Surfing Spacetime’s Waves

Software tools for GW data by Shantanusinh Parmar

GWeasy Home Page

Student projects at SUNY New Paltz (Starting in 2021)

Student projects mentored by Eric Myers

Final papers: Spy Hill Research

Pioneer Academics student projects (2015-2021)

Student projects mentored by Eric Myers

Final Papers: Spy Hill Research

Effect of Low Frequency Noise in Detection of Gravitational Waves

Baisakhi Mitra

Report on github

Gravitational Wave Events (iPhone App)

Peter Kramer

Available from Apple

Evidence for Small-Strain Burst Sources Proliferating in Enhanced-LIGO Time Series Data

Stanley W. Wong and Baokun Gu Report on Google Docs

Calculating detection ranges for binary black holes

Bassel Heiba Code on github

GW150914 Kaggle Projects

Created by Elena Cuoco GW150914 data in Kaggle

Art Installation: Void

Emma Wadley See photo above

Modified LIGO data analysis notebook

Valentin Baillard Azure | mybinder | github

Physics From Planet Earth homework problems

Joe Amato and Enrique (Kiko) Galvez See Gravitational Radiation 2 and Gravitational Radiation 3

Non-Gaussian noise and data analysis of laser interferometric gravitational wave detectors

Takahiro Yamamoto, Ph.D. Thesis See JGW-P1605355

Gravitational Wave Detection in the Introductory Lab

Lior M. BurkoGeorgia Gwinnett College, See arxiv:1602.04666

Pioneer Academics student projects

Projects mentored by Eric Myers Final papers: Jinghong Liang | William Li

Searching for Compact Binaries in LIGO Data

Shannon Wang Date Completed: September 2014 Report: Paper

Recovering S5 Burst Injections

Alexander Cole Date Completed: May 2014 Presentation: Paper | Slides

S5 Data Time Dependence of Duty Cycles and Spacetime Detection Volumes

Gary LaMotte Date Completed: April 2014 Presentation: Slides

Recovering Hardware Injections in LIGO S5 Data

Ashley Disbrow Date Completed: September 2013 Presentations: Poster | Slides


Share your own GWOSC data project

For help getting started on a GWOSC data project, or if you have completed work that you would like to share, please contact the GWOSC team.

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