Model-independent Way to Determine the Hubble Constant and the Curvature from the Phase Shift of Gravitational Waves with DECIGO

T Liu, S Cao, M Biesiada, Y Zhang… - The Astrophysical …, 2024 - iopscience.iop.org
In this Letter, we propose a model-independent method to determine the Hubble constant
and curvature simultaneously by taking advantage of the possibilities of future spaceborne …

Using deep learning to denoise and detect gravitational waves

CL Ma, SQ Li, Z Cao, M Jia - Physical Review D, 2024 - APS
We have upgraded the MSNRnet framework to MSNRnet-2 by refining the training strategy,
drawing inspiration from generative adversarial networks for data generation. The …

Gravitational wave search by time-scale-recursive denoising and matched filtering

C Ma, C Ma, Z Cao, M Jia - Science China Physics, Mechanics & …, 2024 - Springer
In our previous work [Physical Review D, 2024, 109 (4): 043009], we introduced MSNRnet, a
framework integrating deep learning and matched filtering methods for gravitational wave …

Parameter Estimation for Intermediate-Mass Binary Black Holes through Gravitational Waves Observed by DECIGO

M Sun, J Li - arXiv preprint arXiv:2312.07834, 2023 - arxiv.org
With the anticipated launch of space-based gravitational wave detectors, including LISA,
TaiJi, TianQin, and DECIGO, expected around 2030, the detection of gravitational waves …