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) Black Hole Binary Mergers in Galactic Nuclei: Combined Effects of Secular Dynamics and Stellar Flybys

Hao Wang, Bin Liu, Johan Samsing

arxiv:2610.19879 | INSPIRE

2) Search for Compact Binary Coalescences with Sub-solar Mass Components in Data from the Second Part of LIGO-Virgo-KAGRA's Fourth Observing Run

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

arxiv:2610.20276 | INSPIRE

3) Binary Ellis-Bronnikov wormholes in 3+1 numerical relativity: mergers, fly-bys and gravitational waves

Nikita M. Shirokov, Ilya Nachevsky

arxiv:2610.13206 | INSPIRE

4) ASTRAL: A Framework for Optimal Placement and Emulation of Stellar Evolution Models

Trevor Gravely, Marko Ristić, Brandon Barker

arxiv:2610.09531 | INSPIRE

5) Adaptive proposals for nonparametric equation-of-state inference with RIFT: iterative Gaussian-process refinement in a compressed sequence representation

R. O'Shaughnessy, Z. Zhu

arxiv:2610.07424 | INSPIRE

6) MADGRAV: a multilevel anomaly-detection pipeline for gravitational-wave searches applied to LIGO data

Gianluca Inguglia, Huw Haigh, Ulyana Dupletsa, et al.

arxiv:2609.39583 | INSPIRE

7) Electromagnetic Counterparts of Stellar-mass Binary Black Hole Mergers in AGN Accretion Disks: Theoretical Models and Observational Status

Lei He, Liang-Gui Zhu, Ken Chen, et al.

arxiv:2609.39224 | INSPIRE

8) Identifiability Limits of Gravitational Wave Phase Deviations: Multiclass Classification with a Multihead Neural Network

Lavinia Heisenberg, Shayan Hemmatyar

arxiv:2609.31993 | INSPIRE

9) Signatures in the local interstellar medium of electromagnetic radiation produced by neutron star gravitational waves

Preston Jones, Pragati Pradhan, Douglas Singleton

arxiv:2609.23865 | INSPIRE

10) CASPER: Interpretable gravitational-wave signal classification with a lightweight ResNet and FastSHAP explanations

R. Rai, R. Verma

INSPIRE

11) Extending the Love-Q Relation to Rapidly Rotating Neutron Stars for Gravitational-Waveform Modelling

Natalie Williams, Tim Dietrich

arxiv:2609.19975 | INSPIRE

12) Gravitational lensing of gravitational waves by galaxy clusters

Xikai Shan, Yi-Fan Wang, Shude Mao, et al.

arxiv:2609.16891 | INSPIRE

13) Weak in the Presence of Beauty: Gravitational waves from the mergers of black holes and neutron stars as a messenger

Fiona H. Panther, Jordan W.N. Moncrieff, Mac L. Button

arxiv:2609.16463 | INSPIRE

14) Analysis of GWTC-3 with multiple quasicircular models

N. Manning, R. O'Shaughnessy

arxiv:2609.15827 | INSPIRE

15) The Wavelet Detection Filter: a real time unmodeled pipeline for gravitational wave transients, ranking coincidences with a graph neural network

Elena Cuoco

arxiv:2609.12797 | INSPIRE

16) A semicoherent resampling method for long-transient gravitational wave searches with applications to subsolar-mass primordial black-hole binaries

Neil Lu, Cristiano Palomba, Ornella J. Piccinni, et al.

arxiv:2609.12476 | INSPIRE

17) Enabling new sampling strategies for continuous-wave analyses by integrating Bilby into PyFstat

Maria-Antonia Ferrer-Martinez, David Keitel

arxiv:2609.08801 | INSPIRE

18) GW Explorer: A Beginner's Guide -- Developing a Computational Gravitational-Wave Outreach Curriculum for High School Students

Rachel Langgin, Bradlee Tejeda, Carl-Johan Haster

arxiv:2609.10717 | INSPIRE

19) A Content-Addressed Workflow for Reproducible DANTE Gravitational-Wave Anomaly Analysis

Luca Cirfeta

arxiv:2609.08695 | INSPIRE

20) Search for Long-Transient Gravitational Waves from Supernova SN2023ixf using GFH-v2 Pipeline

Sandhya Sajith Menon, Lorenzo Pierini, Pia Astone, et al.

arxiv:2609.07774 | 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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