Calm before the storm: rethinking the gravitational-wave analysis toolbox in the face of future challenges

2021/43/B/ST9/01714

Keywords

Descriptors

  • ST9_014: Astronomia fal grawitacyjnych
  • ST9_012: Astrofizyka relatywistyczna
  • ST6_011: Uczenie maszynowe, statystyczne przetwarzanie danych i zastosowania w przetwarzaniu sygnałów (np. mowy, obrazów, filmów)

Panel

ST9 – Astronomy and space science: astrophysics, astrochemistry, astrobiology, solar system, planetary systems, stellar, galactic and extragalactic astronomy, space science, instrumentation

Host institution

Centrum Astronomiczne im. Mikołaja Kopernika PAN

Voivodeship: mazowieckie

Other projects carried out by the institution »

Principal investigator (from the host institution)

dr hab. Michał Stanisław Bejger

Number of co-investigators in the project: 5

Call

OPUS 22 – announced on 2021-09-15

Amount awarded
1 932 480 PLN
Project start date
2022-10-03
Project end date
2027-10-02
Project duration
60 months (the same as in the proposal)
Project status
Pending project

Project description

Download the project description in a pdf file

Note — project descriptions were prepared by the authors of the applications themselves and placed in the system in an unchanged form.

Information in the final report

Publication in academic press/journals (8)

  1. Detecting dense-matter phase transition signatures in neutron star mass-radius measurements as data anomalies using normalizing flows

    Authors:
    Morawski, Filip; Bejger, Michał
    Academic press:
    Physical Review C (year: 2022, volume: 106, pages: 65802), Publisher: American Physical Society
    Status:
    Published
    DOI:
    10.1103/PhysRevC.106.065802 – link to the publication
  2. Ray-traced spectra of a hot neutron star for various metallicities

    Authors:
    B. Bełdycki; A. Różanska; B. Palit; J. Madej; A. Majczyna; F. H. Vincent; M. Bejger
    Academic press:
    Astronomy & Astrophysics (year: 2024, volume: 688, pages: A125), Publisher: EDP Sciences
    Status:
    Published
    DOI:
    10.1051/0004-6361/202346153 – link to the publication
  3. Neural network time-series classifiers for gravitational-wave searches in single-detector periods

    Authors:
    A Trovato, E Chassande-Mottin, M Bejger, R Flamary and N Courty
    Academic press:
    Classical and Quantum Gravity (year: 2024, volume: 41, pages: 125003), Publisher: IOP Publishing Ltd
    Status:
    Published
    DOI:
    10.1088/1361-6382/ad40f0 – link to the publication
  4. Astrophysics with continuous gravitational waves

    Authors:
    Brynmor Haskell, Michał Bejger
    Academic press:
    Nature Astronomy (year: 2023, volume: 7, pages: 1160-1170), Publisher: Springer Nature
    Status:
    Published
    DOI:
    10.1038/s41550-023-02059-w – link to the publication
  5. Denoising gravitational-wave signals from binary black holes with a dilated convolutional autoencoder

    Authors:
    Philippe Bacon, Agata Trovato, Michał Bejger
    Academic press:
    Machine Learning: Science and Technology (year: 2023, volume: 4, pages: 35024), Publisher: IOP SCIENCE
    Status:
    Published
    DOI:
    10.1088/2632-2153/acd90f – link to the publication
  6. Detecting the third family of compact stars with normalizing flows

    Authors:
    Carvalho, Valéria; Ferreira, Márcio; Providência, Constança; Bejger, Michał
    Academic press:
    Physical Review D (year: 2024, volume: 109, pages: 103032), Publisher: American Physical Society
    Status:
    Published
    DOI:
    10.1103/PhysRevD.109.103032 – link to the publication
  7. Identifying noise transients in gravitational-wave data arising from nonlinear couplings

    Authors:
    Bernard Hall, Sudhagar Suyamprakasam, Nairwita Mazumder, Anupreeta More and Sukanta Bose
    Academic press:
    Classical and Quantum Gravity (year: 2024, volume: 41, pages: 245016), Publisher: IOP Publishing Ltd
    Status:
    Published
    DOI:
    10.1088/1361-6382/ad7cb7 – link to the publication
  8. Crustal Failure as a Tool to Probe Hybrid Stars

    Authors:
    Pereira, Jonas P.; Bejger, Michał; Haensel, Paweł; Zdunik, Julian Leszek
    Academic press:
    ApJ (year: 2022, volume: 950, pages: 185), Publisher: AAS
    Status:
    Published
    DOI:
    10.3847/1538-4357/acd759 – link to the publication

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