There's more than one way to ride the wave: A Multi-Disciplinary Approach to Gravitational Wave Data Analysis
Lead Research Organisation:
CARDIFF UNIVERSITY
Department Name: School of Physics and Astronomy
Abstract
Amongst the strong gravitational wave detections, such as GW150914 (the first event), there will be a host of marginal signals. These weaker events will contain a wealth of information about the population of binary mergers in the Universe, and may even outnumber the strong signals.
Advanced data-processing and machine learning techniques will be deployed to better separate signals from the background noise and maximize the number of signals that can be extracted from the data. These additional signals will then be used to better understand the underlying population of black holes and neutron stars.
As the number of gravitational wave signals increases, machine learning and classification techniques will be used to understand the properties of the observed populations and uncover details of the formation and evolution of massive stars.
Advanced data-processing and machine learning techniques will be deployed to better separate signals from the background noise and maximize the number of signals that can be extracted from the data. These additional signals will then be used to better understand the underlying population of black holes and neutron stars.
As the number of gravitational wave signals increases, machine learning and classification techniques will be used to understand the properties of the observed populations and uncover details of the formation and evolution of massive stars.
Publications
Lorenzano S
(2019)
Early molecular oxidative stress biomarkers of ischemic penumbra in acute stroke.
in Neurology
Abbott B
(2019)
All-sky search for long-duration gravitational-wave transients in the second Advanced LIGO observing run
in Physical Review D
Abbott B
(2019)
Tests of general relativity with the binary black hole signals from the LIGO-Virgo catalog GWTC-1
in Physical Review D
Abbott B
(2019)
Search for intermediate mass black hole binaries in the first and second observing runs of the Advanced LIGO and Virgo network
in Physical Review D
Abbott B
(2019)
Narrow-band search for gravitational waves from known pulsars using the second LIGO observing run
in Physical Review D
Abbott B
(2019)
Search for gravitational waves from Scorpius X-1 in the second Advanced LIGO observing run with an improved hidden Markov model
in Physical Review D
Abbott B
(2019)
Search for the isotropic stochastic background using data from Advanced LIGO's second observing run
in Physical Review D
Abbott B
(2019)
Directional limits on persistent gravitational waves using data from Advanced LIGO's first two observing runs
in Physical Review D
Abbott BP
(2019)
Search for Subsolar Mass Ultracompact Binaries in Advanced LIGO's Second Observing Run.
in Physical review letters
Abbott BP
(2019)
Tests of General Relativity with GW170817.
in Physical review letters
Abbott BP
(2019)
Constraining the p-Mode-g-Mode Tidal Instability with GW170817.
in Physical review letters
Abbott BP
(2018)
Search for Subsolar-Mass Ultracompact Binaries in Advanced LIGO's First Observing Run.
in Physical review letters
Abbott BP
(2018)
GW170817: Measurements of Neutron Star Radii and Equation of State.
in Physical review letters
Abbott B
(2019)
GWTC-1: A Gravitational-Wave Transient Catalog of Compact Binary Mergers Observed by LIGO and Virgo during the First and Second Observing Runs
in Physical Review X
Abbott B
(2019)
Properties of the Binary Neutron Star Merger GW170817
in Physical Review X
Lorenzano S
(2018)
Oxidative Stress Biomarkers of Brain Damage: Hyperacute Plasma F2-Isoprostane Predicts Infarct Growth in Stroke.
in Stroke
Albert A
(2019)
Search for Multimessenger Sources of Gravitational Waves and High-energy Neutrinos with Advanced LIGO during Its First Observing Run, ANTARES, and IceCube
in The Astrophysical Journal
Abbott B
(2019)
Search for Gravitational-wave Signals Associated with Gamma-Ray Bursts during the Second Observing Run of Advanced LIGO and Advanced Virgo
in The Astrophysical Journal
Abbott B
(2019)
Binary Black Hole Population Properties Inferred from the First and Second Observing Runs of Advanced LIGO and Advanced Virgo
in The Astrophysical Journal
Abbott B
(2019)
Search for Transient Gravitational-wave Signals Associated with Magnetar Bursts during Advanced LIGO's Second Observing Run
in The Astrophysical Journal
Abbott B
(2019)
Erratum: "Searches for Gravitational Waves from Known Pulsars at Two Harmonics in 2015-2017 LIGO Data" (2019, ApJ, 879, 10)
in The Astrophysical Journal
Soares-Santos M
(2019)
First Measurement of the Hubble Constant from a Dark Standard Siren using the Dark Energy Survey Galaxies and the LIGO/Virgo Binary-Black-hole Merger GW170814
in The Astrophysical Journal
Abbott B
(2019)
Search for Eccentric Binary Black Hole Mergers with Advanced LIGO and Advanced Virgo during Their First and Second Observing Runs
in The Astrophysical Journal
Abbott B
(2019)
Searches for Continuous Gravitational Waves from 15 Supernova Remnants and Fomalhaut b with Advanced LIGO
in The Astrophysical Journal
Abbott B
(2019)
Search for Gravitational Waves from a Long-lived Remnant of the Binary Neutron Star Merger GW170817
in The Astrophysical Journal
Studentship Projects
Project Reference | Relationship | Related To | Start | End | Student Name |
---|---|---|---|---|---|
ST/P006779/1 | 01/10/2017 | 30/09/2024 | |||
1945971 | Studentship | ST/P006779/1 | 01/10/2017 | 30/09/2021 | Rhys Green |
Description | OzGrav Gravitational Wave Parameter estimation face to face meeting |
Amount | $1,500 (AUD) |
Organisation | Australian Research Council |
Department | Centre of Excellence for Gravitational Wave Discovery |
Sector | Public |
Country | Australia |
Start | 02/2019 |
End | 03/2019 |
Description | LIGO Scientific Collaboration |
Organisation | LIGO Scientific Collaboration |
Country | United States |
Sector | Academic/University |
PI Contribution | Regularly carrying out analysis for the collaboration and contributing to LSC publications |
Collaborator Contribution | Regular training, discussions and meetings |
Impact | Detection of Gravitational Waves, multiple published papers in academic journals |
Description | Oracle Internship |
Organisation | Oracle Corporation |
Country | United States |
Sector | Private |
PI Contribution | I contributed Code to the Oracle AI apps team over a 6 month placement |
Collaborator Contribution | Training, regular meetings and transfer of knowledge |
Impact | Development of Oracle AI Apps software |
Start Year | 2017 |