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.

1) A Falsifiable Alternative to General Relativity

Daniel Coumbe, Aria Rahmaty

arxiv:2505.15399 | INSPIRE

2) A Hubble constant estimation with dark standard sirens and galaxy cluster catalogues

Freija Beirnaert, Archisman Ghosh, Gergely Dálya

arxiv:2505.14077 | INSPIRE

3) Measuring spin precession from massive black hole binaries with gravitational waves: insights from time-domain signal morphology

Simona J. Miller, Maximiliano Isi, Katerina Chatziioannou, et al.

arxiv:2505.14573 | INSPIRE

4) Scalar-Induced Gravitational Waves in Palatini $f(R)$ Gravity

Samuel Sánchez López, José Jaime Terente Díaz

arxiv:2505.13420 | INSPIRE

5) Narrowing RIFT: Focused simulation-based-inference for interpreting exceptional GW sources

Katelyn J. Wagner, R. O'Shaughnessy, A. Yelikar, et al.

arxiv:2505.11655 | INSPIRE

6) Kination-like Era Driven by the Effective Inflaton/Higgs Potential

Anish Ghoshal, Nobuchika Okada, Arnab Paul

arxiv:2505.08786 | INSPIRE

7) Assessment of normalizing flows for parameter estimation on time-frequency representations of gravitational-wave data

Daniel Lanchares, Osvaldo G. Freitas, Joaquín González-Nuevo, et al.

arxiv:2505.08089 | INSPIRE

8) Axion Dark Matter Archaeology with Primordial Gravitational Waves

Andrew Cheek, Anish Ghoshal, Debarun Paul

arxiv:2505.04614 | INSPIRE

9) ECO signatures from the Weyl-induced gravitational waveform injection

Abraão J.S. Capistrano, Newton M.S. Chávez, Víctor A.M. León

arxiv:2505.02998 | INSPIRE

10) Gravitational Waves from Neutron Stars: Detection Prospects and Inferences for Two Distinct Types of Remnants

José A. Font

INSPIRE

11) Joint inference for gravitational wave signals and glitches using a data-informed glitch model

Ann-Kristin Malz, John Veitch

arxiv:2505.00657 | INSPIRE

12) Dynamical von Zeipel-Lidov-Kozai Oscillations of a Binary on a Spherical Orbit around a Rotating Supermassive Black Hole

Kei-ichi Maeda, Hirotada Okawa

arxiv:2504.18934 | INSPIRE

13) Gravitational waves from eccentric binary neutron star mergers: Systematic biases induced by quasi-circular templates

Giulia Huez, Sebastiano Bernuzzi, Matteo Breschi, et al.

arxiv:2504.18622 | INSPIRE

14) On Validating Angular Power Spectral Models for the Stochastic Gravitational-Wave Background Without Distributional Assumptions

Xiangyu Zhang, Erik Floden, Hongru Zhao, et al.

arxiv:2504.16959 | INSPIRE

15) Eccentric or circular? A reanalysis of binary black hole gravitational wave events for orbital eccentricity signatures

Maria de Lluc Planas, Antoni Ramos-Buades, Cecilio García-Quirós, et al.

arxiv:2504.15833 | INSPIRE

16) Quasinormal Modes and Greybody Factors of Scalar Field Perturbations in the NED Corrected Charged Black Hole Spacetime

Jie Liang, Dong Liu, Zheng-Wen Long

arxiv:2504.12743 | INSPIRE

17) Vector induced Gravitational Waves sourced by Primordial Magnetic Fields

Arko Bhaumik, Theodoros Papanikolaou, Anish Ghoshal

arxiv:2504.10477 | INSPIRE

18) A parametrized spin-precessing inspiral-merger-ringdown waveform model for tests of general relativity

Lorenzo Pompili, Elisa Maggio, Hector O. Silva, et al.

arxiv:2504.10130 | INSPIRE

19) Astrophysical Priors on the Properties of Observed Black Hole–Neutron Star Mergers

Ya-Wen Xue, Ying Qin, Liang Yuan, et al.

INSPIRE

20) Rapid inference and comparison of gravitational-wave population models with neural variational posteriors

Matthew Mould, Noah E. Wolfe, Salvatore Vitale

arxiv:2504.07197 | INSPIRE

Other Projects

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

Online Course - LIGO: Detecting Gravitational Waves

Created at Sonoma State University by Lynn Cominsky SSU LIGO Courses | 2016 Course

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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