中文
相关论文

相关论文: Identifying and Mitigating Machine Learning Biases…

200 篇论文

Nearly all template-based gravitational wave (GW) searches only include the quasi-circular quadrupolar modes of the signals in their templates. Including additional degrees of freedom in the GW templates corresponding to higher-order…

广义相对论与量子宇宙学 · 物理学 2024-09-10 Digvijay Wadekar , Tejaswi Venumadhav , Javier Roulet , Ajit Kumar Mehta , Barak Zackay , Jonathan Mushkin , Matias Zaldarriaga

Ground-based gravitational wave laser interferometers (LIGO, GEO-600, Virgo and Tama-300) have now reached high sensitivity and duty cycle. We present a Bayesian evidence-based approach to the search for gravitational waves, in particular…

广义相对论与量子宇宙学 · 物理学 2008-11-26 John Veitch , Alberto Vecchio

Extracting gravitational wave (GW) signals from individual Galactic binaries (GBs) against their self-generated confusion noise is a key data analysis challenge for space-borne detectors operating in the $\approx 0.1$ mHz to $\approx 10$…

广义相对论与量子宇宙学 · 物理学 2022-11-30 Xue-Hao Zhang , Shao-Dong Zhao , Soumya D. Mohanty , Yu-Xiao Liu

The first successful detection of gravitational waves by ground-based observatories, such as the Laser Interferometer Gravitational-Wave Observatory (LIGO), marked a breakthrough in our comprehension of the Universe. However, due to the…

We present a rapid and reliable deep learning-based method for gravitational wave signal reconstruction from elusive, generic binary black hole mergers in LIGO data. We demonstrate that our model, \texttt{AWaRe}, effectively recovers…

广义相对论与量子宇宙学 · 物理学 2024-10-08 Chayan Chatterjee , Karan Jani

Currently, the sub-60 Hz sensitivity of gravitational-wave (GW) detectors like Advanced LIGO is limited by the control noises from auxiliary degrees of freedom, which nonlinearly couple to the main GW readout. One particularly promising way…

天体物理仪器与方法 · 物理学 2021-11-08 Hang Yu , Rana X. Adhikari

Current matched-filter searches for gravitational waves from binary black-hole mergers compare the calibrated detector data to waveform templates that omit the higher-order mode content of the signals predicted by General Relativity.…

广义相对论与量子宇宙学 · 物理学 2022-12-14 Koustav Chandra , Juan Calderón Bustillo , Archana Pai , Ian Harry

LIGO observatories in Livingston, LA and Hanford, WA may detect gravitational waves emitted from coalescing binary systems composed of two compact objects. In order to detect compact binary coalescence (CBC) events, LIGO searches utilize…

广义相对论与量子宇宙学 · 物理学 2008-02-12 Andres Rodriguez

State of the art quantum computers have very limited applicability for accurate calculations. Here we report the first experimental demonstration of qubit-based matched filtering for a detection of the gravitational-wave signal from a…

The sensitivity of gravitational wave searches for binary black holes is estimated via the injection and posterior recovery of simulated gravitational wave signals in the detector data streams. When a search reports no detections, the…

广义相对论与量子宇宙学 · 物理学 2018-01-17 Juan Calderón Bustillo , Francesco Salemi , Tito dal Canton , Karan Jani

The sensitivity of wide-parameter-space searches for continuous gravitational waves is limited by computational cost. Recently it was shown that Deep Neural Networks (DNNs) can perform all-sky searches directly on (single-detector) strain…

广义相对论与量子宇宙学 · 物理学 2020-07-15 Christoph Dreissigacker , Reinhard Prix

Gravitational-wave signals from compact binary coalescences are most efficiently identified through matched filter searches, which match the data against a pre-generated bank of gravitational-wave templates. Although different techniques…

广义相对论与量子宇宙学 · 物理学 2023-03-31 Connor McIsaac , Charlie Hoy , Ian Harry

Advanced LIGO and Advanced Virgo ground-based interferometers are instruments capable to detect gravitational wave signals exploiting advanced laser interferometry techniques. The underlying data analysis task consists in identifying…

广义相对论与量子宇宙学 · 物理学 2023-12-19 Francesco Pio Barone , Daniele Dell'Aquila , Marco Russo

We report results of a public data-analysis challenge, hosted on the open data-science platform Kaggle, to detect simulated continuous gravitational-wave signals (CWs). These are weak signals from rapidly spinning neutron stars that remain…

We propose a self-supervised learning model to denoise gravitational wave (GW) signals in the time series strain data without relying on waveform information. Denoising GW data is a crucial intermediate process for machine-learning-based…

广义相对论与量子宇宙学 · 物理学 2025-03-11 Yu-Chiung Lin , Albert K. H. Kong

Gravitational waves (GW) from chirping binary black holes (BBHs) provide unique opportunities to test general relativity (GR) in the strong-field regime. However, testing GR can be challenging when incomplete physical modeling of the…

广义相对论与量子宇宙学 · 物理学 2025-07-09 Anuj Mishra , N. V. Krishnendu , Apratim Ganguly

Gravitational waves are now routinely detected from compact binary mergers, with binary neutron star mergers being of note for multi-messenger astronomy as they have been observed to produce electromagnetic counterparts. Novel search…

广义相对论与量子宇宙学 · 物理学 2025-01-22 Alistair McLeod , Damon Beveridge , Linqing Wen , Andreas Wicenec

The next-generation (3G/XG) ground-based gravitational-wave (GW) detectors such as Einstein Telescope (ET) and Cosmic Explorer (CE) will begin observing in the next decade. Due to the extremely high sensitivity of these detectors, the…

天体物理仪器与方法 · 物理学 2023-07-13 Shichao Wu , Alexander H. Nitz

Tests of general relativity (GR) can be systematically biased when our waveform models are inaccurate. We here study systematic biases in tests of general relativity induced by neglecting lensing effects for millilensed gravitational-wave…

广义相对论与量子宇宙学 · 物理学 2024-10-30 Anna Liu , Rohit S. Chandramouli , Otto A. Hannuksela , Nicolás Yunes , Tjonnie G. F. Li

We derive and study optimal and nearly-optimal strategies for the detection of sinusoidal signals hidden in additive (Gaussian and non-Gaussian) noise. Such strategies are an essential part of algorithms for the detection of the…

广义相对论与量子宇宙学 · 物理学 2016-08-31 Bruce Allen , Maria Alessandra Papa , Bernard F. Schutz