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) Las Cumbres Observatory Gravitational-Wave Follow-up in O3 and O4: Strengths and Weaknesses of a Rapid Response Galaxy Targeted Strategy

Ido Keinan, Iair Arcavi, D. Andrew Howell, et al.

arxiv:2604.15129 | INSPIRE

2) Basilic: An end-to-end pipeline for Bayesian burst inference and model classification in gravitational-wave data

Iuliu Cuceu, Marie Anne Bizouard

arxiv:2604.13839 | INSPIRE

3) Investigating the effect of sensitivity of KAGRA on sky localization of gravitational-wave sources from compact binary coalescences

Alvin K.Y. Li, Peony K.K. Lai, Elwin K.Y. Li, et al.

arxiv:2604.13580 | INSPIRE

4) Could the high-mass black holes from gravitational-wave observations be explained by lensing?

Ritesh Harshe, R. Prasad, Parameswaran Ajith

arxiv:2604.14247 | INSPIRE

5) Emergent structure in the binary black hole mass distribution and implications for population-based cosmology

Vasco Gennari, Tom Bertheas, Nicola Tamanini

arxiv:2604.14290 | INSPIRE

6) Fast neural network surrogate for multimodal effective-one-body gravitational waveforms from generically precessing compact binaries

Christopher Whittall, Geraint Pratten

arxiv:2604.14270 | INSPIRE

7) labrador: A domain-optimized machine-learning tool for gravitational wave inference

Javier Roulet, Marco Crisostomi, Lucy M. Thomas, et al.

arxiv:2604.08897 | INSPIRE

8) Coalescing Compact Binary Parameter Estimation with Gravitational Waves in the Presence of non-Gaussian Transient Noise

Yannick Lecoeuche, Jess McIver, Alan M. Knee, et al.

arxiv:2604.07668 | INSPIRE

9) Love numbers of black holes and compact objects

María J. Rodríguez, Luca Santoni, Adam R. Solomon

arxiv:2604.08653 | INSPIRE

10) Second-Generation Mass Peak in the Gravitational-Wave Population as a Probe of Globular Clusters

Yonadav Barry Ginat, Fabio Antonini, Beth Flanagan, et al.

arxiv:2604.07456 | INSPIRE

11) Remnant recoil and host environments of GWTC-4.0 binary black-hole mergers

Joan Llobera-Querol, Eleanor Hamilton, Neha Singh, et al.

arxiv:2604.05492 | INSPIRE

12) Gravitational Waves from Matter Perturbations of Spectator Scalar Fields

Marcos A.G. Garcia, Angel Garcia-Vega, Sarunas Verner

arxiv:2604.05078 | INSPIRE

13) Axial gravitational perturbations and echo-like signals of a hairy black hole from gravitational decoupling

Yi Yang, Ali Ovgun, Gaetano Lambiase, et al.

arxiv:2604.02164 | INSPIRE

14) Mitigation of Incoherent Spectral Lines via Adaptive Coherence Analysis for Continuous Gravitational-Wave Searches

Ye Zhou, Karl Wette

arxiv:2604.01919 | INSPIRE

15) Eccentricity constraints disfavor single-single capture in nuclear star clusters as the origin of all LIGO-Virgo-KAGRA binary black holes

Nihar Gupte, M. Coleman Miller, Rhiannon Udall, et al.

arxiv:2603.29019 | INSPIRE

16) Searches for Continuous Gravitational Waves from Supernova Remnants in the first part of the LIGO-Virgo-KAGRA Fourth Observing run

A.G. Abac, I. Abouelfettouh, F. Acernese, et al.

arxiv:2603.25808 | INSPIRE

17) Narrowband searches for continuous gravitational waves from known pulsars in the first two parts of the fourth LIGO--Virgo--KAGRA observing run

A.G. Abac, I. Abouelfettouh, F. Acernese, et al.

arxiv:2603.25938 | INSPIRE

18) Impact of eccentricity on the population properties of neutron star - black hole mergers

Gonzalo Morras, Geraint Pratten, Patricia Schmidt

arxiv:2603.22461 | INSPIRE

19) Modeling the merger-ringdown of an eccentric test-mass inspiral into a Kerr black hole using the effective-one-body framework

Guglielmo Faggioli, Alessandra Buonanno, Maarten van de Meent, et al.

arxiv:2603.19913 | INSPIRE

20) GWTC-4.0: Tests of General Relativity. III. Tests of the Remnants

A.G. Abac, I. Abouelfettouh, F. Acernese, et al.

arxiv:2603.19021 | 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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