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) No evidence that the binary black hole mass distribution evolves with redshift

Max Lalleman, Kevin Turbang, Thomas Callister, et al.

arxiv:2501.10295 | INSPIRE

2) Modelling noise in gravitational-wave observatories with transdimensional models

Nir Guttman, Paul D. Lasky, Eric Thrane

arxiv:2501.03285 | INSPIRE

3) Search for continuous gravitational wave signals from luminous dark photon superradiance clouds with LVK O3 observations

Lorenzo Mirasola, Cristina Mondino, Francesco Amicucci, et al.

arxiv:2501.02052 | INSPIRE

4) A Neural Network-Based Search for Unmodeled Transients in LIGO-Virgo-KAGRA's Third Observing Run

Ryan Raikman, Eric A. Moreno, Katya Govorkova, et al.

arxiv:2412.19883 | INSPIRE

5) Search for a gravitational wave background from primordial black hole binaries using data from the first three LIGO-Virgo-KAGRA observing runs

Tore Boybeyi, Sebastien Clesse, Sachiko Kuroyanagi, et al.

arxiv:2412.18318 | INSPIRE

6) Spherical photon orbits around Kerr-MOG black hole

Shi-Yu Li, Song-Shan Luo, Zhong-Wen Feng

arxiv:2412.17520 | INSPIRE

7) No Glitch in the Matrix: Robust Reconstruction of Gravitational Wave Signals Under Noise Artifacts

Chayan Chatterjee, Karan Jani

arxiv:2412.17185 | INSPIRE

8) Fast frequency-domain gravitational waveforms for precessing binaries with a new twist

Marta Colleoni, Felip A. Ramis Vidal, Cecilio García-Quirós, et al.

arxiv:2412.16721 | INSPIRE

9) An analytical joint prior for effective spins for inference on the spin distribution of binary black holes

Masaki Iwaya, Kazuya Kobayashi, Soichiro Morisaki, et al.

arxiv:2412.14551 | INSPIRE

10) Tests for model misspecification in simulation-based inference: from local distortions to global model checks

Noemi Anau Montel, James Alvey, Christoph Weniger

arxiv:2412.15100 | INSPIRE

11) Applications of machine learning in gravitational wave research with current interferometric detectors

Elena Cuoco, Marco Cavaglià, Ik Siong Heng, et al.

arxiv:2412.15046 | INSPIRE

12) Measuring the Transverse Velocity of Strongly Lensed Gravitational Wave Sources with Ground Based Detectors

Johan Samsing, Lorenz Zwick, Pankaj Saini, et al.

arxiv:2412.14159 | INSPIRE

13) Accurate waveforms for eccentric, aligned-spin binary black holes: The multipolar effective-one-body model SEOBNRv5EHM

Aldo Gamboa, Alessandra Buonanno, Raffi Enficiaud, et al.

arxiv:2412.12823 | INSPIRE

14) Third post-Newtonian dynamics for eccentric orbits and aligned spins in the effective-one-body waveform model SEOBNRv5EHM

Aldo Gamboa, Mohammed Khalil, Alessandra Buonanno

arxiv:2412.12831 | INSPIRE

15) Classification uncertainty for transient gravitational-wave noise artefacts with optimised conformal prediction

Ann-Kristin Malz, Gregory Ashton, Nicolo Colombo

arxiv:2412.11801 | INSPIRE

16) Black Hole Merger Rates in AGN: contribution from gas-captured binaries

Connar Rowan, Henry Whitehead, Bence Kocsis

arxiv:2412.12086 | INSPIRE

17) Multivariate Time Series Clustering for Environmental State Characterization of Ground-Based Gravitational-Wave Detectors

Rutuja Gurav, Isaac Kelly, Pooyan Goodarzi, et al.

arxiv:2412.09832 | INSPIRE

18) Channels of Stellar-mass Black Hole Formation

Adam Burrows, Tianshu Wang, David Vartanyan

arxiv:2412.07831 | INSPIRE

19) A geometric template bank for the detection of spinning low-mass compact binaries with moderate orbital eccentricity

Khun Sang Phukon, Patricia Schmidt, Geraint Pratten

arxiv:2412.06433 | INSPIRE

20) Probing black holes via quasinormal modes in a dark energy-induced dark matter halo

Jie Liang, Dong Liu, Hao-Jie Lin, et al.

arxiv:2412.07172 | 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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