Machine Learning Techniques for Gravitational Wave Detection

Presentations

• Search for binary black hole mergers in the third observing run of Advanced LIGO-Virgo using coherent WaveBurst enhanced with Machine Learning

  ORAL

  April 9, 2022, 3:45 PM – April 9, 2022, 3:57 PM

  Publication: Optimization of model independent gravitational wave search for binary black hole mergers using machine learning, Phys. Rev. D 104, 023014<br>Search for binary black hole mergers in the third observing run of Advanced LIGO-Virgo using coherent WaveBurst enhanced with machine learning, Manuscript ready for submission

  Presenters

  • Tanmaya Mishra

    University of Florida

  Authors

  • Tanmaya Mishra

    University of Florida

  • Brendan D O'Brien

    University of Florida

  • Marek Szczepanczyk

    University of Florida

  • Gabriele Vedovato

    INFN, Sezione di Padova, I-35131 Padova, Italy

  • Shubhagata Bhaumik

    University of Florida

  • Gayathri Vivekananthaswamy

    University of Florida

  • Giovanni Prodi

    Universita di Trento, Dipartimento di Matematica, I-38123 Povo, Trento, Italy

  • Francesco Salemi

    Universita di Trento, Dipartimento di Fisica, I-38123 Povo, Trento, Italy

  • Edoardo Milotti

    Univ of Trieste - Trieste

  • Imre Bartos

    University of Florida

  • Sergey G Klimenko

    University of Florida

  View abstract →

• Rapid gravitational wave source properties inference using supervised learning

  ORAL

  April 9, 2022, 3:57 PM – April 9, 2022, 4:09 PM

  Publication: Phys. Rev. D 104, 083003<br>ApJ, Volume 896, Number 1

  Presenters

  • Shaon Ghosh

    Montclair State University

  Authors

  • Shaon Ghosh

    Montclair State University

  View abstract →

• Gravitational-wave burst searches enhanced with Machine Learning

  ORAL

  April 9, 2022, 4:09 PM – April 9, 2022, 4:21 PM

  Publication: Paper is planned

  Presenters

  • Marek Szczepanczyk

    University of Florida

  Authors

  • Marek Szczepanczyk

    University of Florida

  View abstract →

• Wavescan: multiresolution regression of gravitational-wave data.

  ORAL

  April 9, 2022, 4:21 PM – April 9, 2022, 4:33 PM

  Presenters

  • Sergey G Klimenko

    University of Florida

  Authors

  • Sergey G Klimenko

    University of Florida

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• Learning orbital dynamics of binary black hole systems from gravitational wave measurements

  ORAL

  April 9, 2022, 4:33 PM – April 9, 2022, 4:45 PM

  Presenters

  • Scott E Field

    University of Massachusetts Dartmouth

  Authors

  • Scott E Field

    University of Massachusetts Dartmouth

  • Brendan Keith

    Lawrence Livermore National Laboratory

  • Akshay Khadse

    The University of Mississippi

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• Real-time localization of gravitational waves from compact binary coalescences using deep learning

  ORAL

  April 9, 2022, 4:45 PM – April 9, 2022, 4:57 PM

  Publication: Planned paper: Real-time localization of gravitational waves from compact binary coalescences using deep learning

  Presenters

  • Chayan Chatterjee

    Univ of Western Australia

  Authors

  • Chayan Chatterjee

    Univ of Western Australia

  • Linqing Wen

    University of Western Australia

  • Damon Beveridge

    University of Western Australia

  View abstract →