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) Einstein@Home Searches for Gamma-ray Pulsars in the Inner Galaxy
C.J. Clark, M. Di Mauro, J. Wu, et al.
2) A meshfree approach for rapid reconstruction of compact binary sources detected in the network of international gravitational wave detectors
Lalit Pathak
3) Neural likelihood estimators for flexible gravitational wave data analysis
Luca Negri, Anuradha Samajdar
4) Black-hole ringdown analysis with inspiral-merger informed templates and limitations of classical spectroscopy
Koustav Chandra, Juan Calderón Bustillo
5) A Comprehensive Framework for F-statistic-based Parameter Estimation of Binary Black Hole Signals
Hai-Tian Wang
6) Machine Learning to assess astrophysical origin of gravitational waves triggers
Lorenzo Mobilia, Gianluca Maria Guidi
7) Decisive Evidence for the First Overtone Mode in the Ringdown Signal of GW231028
Hai-Tian Wang
8) Learning to detect continuous gravitational waves: an open data-analysis competition
Rodrigo Tenorio, Michael J. Williams, Joseph Bayley, et al.
9) Bayesian Analysis of the Neutron Star Equation of State and Model Comparison: Insights from PSR J0437+4715, PSR J0614+3329, and Other Multi-Physics Data
Sk Md Adil Imam, N.K. Patra
10) Verification of the Black Hole Area Law with GW230814
Shao-Peng Tang, Hai-Tian Wang, Yin-Jie Li, et al.
11) Testing Seesaw and Leptogenesis via Gravitational Waves: Majorana versus Dirac
Anish Ghoshal, Kazunori Kohri, Nimmala Narendra
12) Detection of a Higher Harmonic Quasi-normal Mode in the Ringdown Signal of GW231123
Hai-Tian Wang, Shao-Peng Tang, Peng-Cheng Li, et al.
13) Efficient Bayesian Sampling with Langevin Birth-Death Dynamics
Alex Leviyev, Francesco Iacovelli, Aaron Zimmerman
14) Gravitational Waves: Searches and Implications
Charlie Badger
15) Investigating Hardware Injections in LIGO O3 Data: Simulated Signals from a Neutron Star in a Low-Mass X-ray Binary
Jediah Tau, John T. Whelan
16) Enhanced long-duration gravitational-wave transient sources search pipeline with denoising and tree clustering algorithms
Hugo Einsle, Marie-Anne Bizouard, Adrian Macquet
17) Gravitational wave topics: black hole ringdown and instrumental noise
Harrison Siegel
18) Lightweight posterior construction for gravitational-wave catalogs with the Kolmogorov-Arnold network
Wenshuai Liu, Yiming Dong, Ziming Wang, et al.
19) Towards a few percent measurement of the Hubble constant with the current network of gravitational wave detectors without using electromagnetic information
Tom Bertheas, Vasco Gennari, Nicola Tamanini
20) Open Data from LIGO, Virgo, and KAGRA through the First Part of the Fourth Observing Run
A.G. Abac, I. Abouelfettouh, F. Acernese, et al.
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
Gravitational Wave Events (iPhone App)
Peter Kramer
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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