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.

arxiv:2509.21307 | INSPIRE

2) A meshfree approach for rapid reconstruction of compact binary sources detected in the network of international gravitational wave detectors

Lalit Pathak

arxiv:2509.20104 | INSPIRE

3) Neural likelihood estimators for flexible gravitational wave data analysis

Luca Negri, Anuradha Samajdar

arxiv:2509.17606 | INSPIRE

4) Black-hole ringdown analysis with inspiral-merger informed templates and limitations of classical spectroscopy

Koustav Chandra, Juan Calderón Bustillo

arxiv:2509.17315 | INSPIRE

5) A Comprehensive Framework for F-statistic-based Parameter Estimation of Binary Black Hole Signals

Hai-Tian Wang

arxiv:2509.14849 | INSPIRE

6) Machine Learning to assess astrophysical origin of gravitational waves triggers

Lorenzo Mobilia, Gianluca Maria Guidi

arxiv:2509.12882 | INSPIRE

7) Decisive Evidence for the First Overtone Mode in the Ringdown Signal of GW231028

Hai-Tian Wang

arxiv:2509.08657 | INSPIRE

8) Learning to detect continuous gravitational waves: an open data-analysis competition

Rodrigo Tenorio, Michael J. Williams, Joseph Bayley, et al.

arxiv:2509.06445 | INSPIRE

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

arxiv:2509.07109 | INSPIRE

10) Verification of the Black Hole Area Law with GW230814

Shao-Peng Tang, Hai-Tian Wang, Yin-Jie Li, et al.

arxiv:2509.03480 | INSPIRE

11) Testing Seesaw and Leptogenesis via Gravitational Waves: Majorana versus Dirac

Anish Ghoshal, Kazunori Kohri, Nimmala Narendra

arxiv:2509.03579 | INSPIRE

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.

arxiv:2509.02047 | INSPIRE

13) Efficient Bayesian Sampling with Langevin Birth-Death Dynamics

Alex Leviyev, Francesco Iacovelli, Aaron Zimmerman

arxiv:2509.01942 | INSPIRE

14) Gravitational Waves: Searches and Implications

Charlie Badger

INSPIRE

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

arxiv:2509.00907 | INSPIRE

16) Enhanced long-duration gravitational-wave transient sources search pipeline with denoising and tree clustering algorithms

Hugo Einsle, Marie-Anne Bizouard, Adrian Macquet

arxiv:2509.00274 | INSPIRE

17) Gravitational wave topics: black hole ringdown and instrumental noise

Harrison Siegel

INSPIRE

18) Lightweight posterior construction for gravitational-wave catalogs with the Kolmogorov-Arnold network

Wenshuai Liu, Yiming Dong, Ziming Wang, et al.

arxiv:2508.18698 | INSPIRE

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

arxiv:2508.19331 | INSPIRE

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.

arxiv:2508.18079 | 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


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