Dawning of a New Era in Gravitational Wave Data Analysis: Unveiling Cosmic Mysteries via Artificial Intelligence--A Systematic Review

T Zhao, R Shi, Y Zhou, Z Cao, Z Ren - arXiv preprint arXiv:2311.15585, 2023 - arxiv.org
Background: Artificial intelligence (AI), with its vast capabilities, has become an integral part
of our daily interactions, particularly with the rise of sophisticated models like Large …

[HTML][HTML] Space-based gravitational wave signal detection and extraction with deep neural network

T Zhao, R Lyu, H Wang, Z Cao, Z Ren - Communications Physics, 2023 - nature.com
Abstract Space-based gravitational wave (GW) detectors will be able to observe signals from
sources that are otherwise nearly impossible from current ground-based detection …

Compact binary systems waveform generation with a generative pretrained transformer

R Shi, Y Zhou, T Zhao, Z Cao, Z Ren - Physical Review D, 2024 - APS
Space-based gravitational wave (GW) detection is one of the most anticipated GW detection
projects in the next decade, which promises to detect abundant compact binary systems. At …

A Comprehensive Analysis of the Gravitational Wave Events with the Stacked Hilbert–Huang Transform: From Compact Binary Coalescence to Supernova

CP Hu, LCC Lin, KC Pan, KL Li, CC Yen… - The Astrophysical …, 2022 - iopscience.iop.org
We analyze the gravitational wave signals with a model-independent time-frequency
analysis, which is improved from the Hilbert–Huang transform (HHT) and optimized for …

Dynamic dark energy from the local limit of nonlocal gravity

J Tabatabaei, A Banihashemi, S Baghram… - arXiv preprint arXiv …, 2023 - arxiv.org
Nonlocal gravity (NLG), a classical extension of Einstein's theory of gravitation, has been
studied mainly in linearized form. In particular, nonlinearities have thus far prevented the …

Autoregressive search of gravitational waves: Denoising

S Kim, CY Hui, J Yan, AP Leung, K Oh, AKH Kong… - Physical Review D, 2024 - APS
Because of the small strain amplitudes of gravitational-wave (GW) signals, unveiling them in
the presence of detector/environmental noise is challenging. For visualizing the signals and …

Precise analysis of gravitational waves from binary neutron star coalescence using Hilbert–Huang transform based on Akima spline interpolation

I Yoda, K Oohara, H Takahashi… - Progress of Theoretical …, 2023 - academic.oup.com
The equation of state (EOS) information of neutron stars (NSs) can be obtained by analyzing
the post-merger phases of gravitational waves resulting from the coalescence of NS …

[HTML][HTML] Properties and Patterns of Polarized Gravitational Waves

B Mashhoon, S Rahvar - Universe, 2022 - mdpi.com
We discuss the polarization of gravitational radiation within the standard framework of
linearized general relativity. The recent experimental discovery of gravitational waves …