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) Model-independent search of gravitational wave echoes in LVK data

Di Wu, Xi-Li Zhang, Qing-Guo Huang, et al.

arxiv:2512.24730 | INSPIRE

2) Unveiling Primordial Black Hole Relics Through Induced Gravitational Waves

Misao Sasaki, Jianing Wang

arxiv:2512.22450 | INSPIRE

3) Considering lensing effect on gravitational wave signals from black holes in mass gap

Qiyuan Yang, Zhi-Qiang You, Xilong Fan

arxiv:2512.20890 | INSPIRE

4) Measuring Eccentricity and Addressing Waveform Systematics in GW231123

Aasim Jan, Sophia Nicolella, Deirdre Shoemaker, et al.

arxiv:2512.20060 | INSPIRE

5) Spin-induced quadrupole moment based test for eccentric binaries

N.V. Krishnendu

arxiv:2512.20579 | INSPIRE

6) Parameter estimation for the GWTC-4.0 catalog with phenomenological waveform models that include orbital eccentricity and an updated description of spin precession

Yumeng Xu, Jorge Valencia, Héctor Estellés Estrella, et al.

arxiv:2512.19513 | INSPIRE

7) A Search for Binary Black Hole Mergers in LIGO O1-O3 Data with Convolutional Neural Networks

Ethan Silver, Plamen Krastev, Edo Berger

arxiv:2512.17204 | INSPIRE

8) GW231123: Overlapping Gravitational Wave Signals?

Qian Hu, Harsh Narola, Jef Heynen, et al.

arxiv:2512.17550 | INSPIRE

9) CoBiTS: Single-detector discrimination of binary black hole signals from glitches using deep learning

Matthew VanDyke, Kexuan Wu, Sukanta Bose

arxiv:2512.17975 | INSPIRE

10) Constraints on gravitational waves from the 2024 Vela pulsar glitch

Jim Palfreyman, S.B. Araujo Furlan, S. del Palacio, et al.

arxiv:2512.17990 | INSPIRE

11) GWTC-4.0: Searches for Gravitational-Wave Lensing Signatures

arxiv:2512.16347 | INSPIRE

12) Observational constraints on the spin/anisotropy of the CCOs of Cassiopeia A, Vela Jr. and G347.3-0.5 and a single surviving continuous gravitational wave candidate

Jing Ming, Maria Alessandra Papa, Heinz-Bernd Eggenstein, et al.

arxiv:2512.15672 | INSPIRE

13) Cosmic Strings Gravitational Wave Probe of Leptogenesis: Thermal, Non-thermal, Near-resonant and Flavourful

Anish Ghoshal, Angus Spalding, Graham White

arxiv:2512.14684 | INSPIRE

14) Detection of GW200105 with a targeted eccentric search

Khun Sang Phukon, Patricia Schmidt, Gonzalo Morras, et al.

arxiv:2512.10803 | INSPIRE

15) Improved Identification of Strongly Lensed Gravitational Waves with Host Galaxy Locations

Tonghua Liu, Kai Liao

arxiv:2512.10344 | INSPIRE

16) GFH-v2 Pipeline for Searches of Long-Transient Gravitational Waves from Newborn Magnetars

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

arxiv:2512.09878 | INSPIRE

17) Gravitational-wave parameter estimation to the Moon and back: massive binaries and the case of GW231123

Francesco Iacovelli, Jacopo Tissino, Jan Harms, et al.

arxiv:2512.09978 | INSPIRE

18) Searching for binary black hole mergers with deep learning in Advanced LIGO's third observing run

Damon Beveridge, Alistair McLeod, Linqing Wen, et al.

arxiv:2512.04516 | INSPIRE

19) From Source Properties to Strong-Field Tests: a multipronged analysis of GW250114 with an effective one-body model for generic orbits

Koustav Chandra, Rossella Gamba, Danilo Chiaramello

arxiv:2512.04593 | INSPIRE

20) Gravitational Waves from Isocurvature Perturbations of Spectator Scalar Fields

Marcos A.G. Garcia, Sarunas Verner

arxiv:2512.04240 | 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

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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