Fast and Precise Spectral Analysis for Dark Matter Searches with LIGO

Fuente: arXiv
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Autores principales: Göttel, Alexandre, Raymond, Vivien
Formato: Preprint
Publicado: 2025
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author Göttel, Alexandre
Raymond, Vivien
author_facet Göttel, Alexandre
Raymond, Vivien
contents We introduce a novel logarithmic spectral estimation method for dark matter searches using gravitational-wave detectors, integrating established dark matter search techniques with insights from computer music analysis. By leveraging symmetries between the time and frequency domains, this method matches the computational efficiency of FFT based algorithms without, unlike such algorithms, compromising precision. We apply this approach to data from LIGO's third observing run, directly comparing its performance with that of a previous search. Our results show a consistent 15 percent improvement across nearly the entire frequency range, without additional computational costs. With potential for further refinements, this method already offers a solution capable of maximizing the scientific potential of current and future gravitational-wave observatories.
format Preprint
id arxiv_https___arxiv_org_abs_2503_03293
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Fast and Precise Spectral Analysis for Dark Matter Searches with LIGO
Göttel, Alexandre
Raymond, Vivien
Cosmology and Nongalactic Astrophysics
General Relativity and Quantum Cosmology
We introduce a novel logarithmic spectral estimation method for dark matter searches using gravitational-wave detectors, integrating established dark matter search techniques with insights from computer music analysis. By leveraging symmetries between the time and frequency domains, this method matches the computational efficiency of FFT based algorithms without, unlike such algorithms, compromising precision. We apply this approach to data from LIGO's third observing run, directly comparing its performance with that of a previous search. Our results show a consistent 15 percent improvement across nearly the entire frequency range, without additional computational costs. With potential for further refinements, this method already offers a solution capable of maximizing the scientific potential of current and future gravitational-wave observatories.
title Fast and Precise Spectral Analysis for Dark Matter Searches with LIGO
topic Cosmology and Nongalactic Astrophysics
General Relativity and Quantum Cosmology
url https://arxiv.org/abs/2503.03293