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20232026
most citedAdvancing Space-Based Gravitational Wave Astronomy: Rapid Parameter Estimation via Normalizing Flows

19 citations · 41 across the 18 of their papers we have counts for

collaborators

18 papers

gr-qc2026

Ringdown Signatures of Dehnen Dark Matter Halos: Fluid Modes and Detectability with Space-Based Detectors

Manjia Liang, Minghui Du, Qing Diao +5

In this work, we investigate the feasibility of using ringdown waveforms from supermassive black holes immersed in dark-matter halos to extract both the intrinsic black-hole parame…

gr-qc2026

Physics informed operator learning of parameter dependent spectra

Haohao Gu, Sensen He, Hanlin Song +6

Spectral problems governed by differential operators underpin a wide range of physical systems, yet remain computationally challenging because their spectra depend sensitively on c…

astro-ph.IM2026

High-Precision Ground Characterization of Test-Mass Magnetic Properties for the Taiji Gravitational Wave Mission via a Physics-Informed Neural Framework

Chang Liu, Qiong Deng, Huadong Li +12

Taiji is a gravitational wave detection mission in space initiated by the Chinese Academy of Sciences, which will open the millihertz window through a heliocentric triangular const…

astro-ph.CO2026

A Dynamical Equilibrium Linking Nanohertz Stochastic Gravitational Wave Background to Cosmic Structure Formation

Manjia Liang, Peng Xu, Ruijun Shi +6

The stochastic gravitational wave background (SGWB) is conventionally treated as a passive relic of its astrophysical and cosmological sources, with negligible back-reaction on the…

gr-qc2025

Gravitomagnetic-Hydrodynamics and Turbulence in Early Universe

Jiaxiang Liang, Peng Xu, Minghui Du +4

The nonlinear coupling between spacetime geometry and matter in the early Universe remains a frontier in theoretical cosmology. By introducing a novel gravitomagnetic-hydrodynamic…

gr-qc2025

Inter-Spacecraft Tilt-to-Length Noise Reduction Algorithm for Taiji Mission

Qiong Deng, Leiqiao Ye, Ke An +6

The Taiji mission for space-based gravitational wave (GW) detection employs laser interferometry to measure picometer-scale distance variations induced by GWs. The tilt-to-length (…

gr-qc2025

Enhancing Taiji's Parameter Estimation under Non-Stationarity: a Time-Frequency Domain Framework for Galactic Binaries and Instrumental Noises

Minghui Du, Ziren Luo, Peng Xu

The data analysis of space-based gravitational wave detectors like Taiji faces significant challenges from non-stationary noise, which compromises the efficacy of traditional frequ…

gr-qc2025

Extending the micro-Hertz detection horizons via orbital resonance effect for geocentric gravitational wave antennas

Qiong Deng, Minghui Du, Peng Xu +2

The Hz gravitational wave band holds crucial insights into coalescing supermassive black hole binaries and stochastic backgrounds but remains inaccessible due to technical chall…

gr-qc2025★ 8 cited

Towards Realistic Detection Pipelines of Taiji: New Challenges in Data Analysis and High-Fidelity Simulations of Space-Based Gravitational Wave Antenna

Minghui Du, Pengcheng Wang, Ziren Luo +23

Taiji, a Chinese space-based gravitational wave (GW) detection project, aims to explore the millihertz GW universe with unprecedented sensitivity. By observing astrophysical and co…

gr-qc2025

Source Confusion of Massive Black Hole Binaries for the Taiji Mission

Qing Diao, Hongxin Wang, Manjia Liang +4

We systematically investigate the source confusion of massive black hole binaries (MBHBs) for the Taiji space-based gravitational wave mission. Source confusion, arising from the o…

gr-qc2024

Fluctuation-dissipation relation of test masses in classical stochastic gravitational wave background

Manjia Liang, Peng Xu, Congfeng Qiao +4

Research on pulsar timing arrays has provided preliminary evidence for the existence of a stochastic gravitational background, which, either being primordial or of astrophysical or…

gr-qc2024★ 1 cited

Gravitational Wave Signal Denoising and Merger Time Prediction By Deep Neural Network

Yuxiang Xu, He Wang, Minghui Du +2

The mergers of massive black hole binaries could generate rich electromagnetic emissions, which allow us to probe the environments surrounding these massive black holes and gain de…

physics.comp-ph2024★ 1 cited

Rapid Parameter Estimation for Extreme Mass Ratio Inspirals Using Machine Learning

Bo Liang, Hong Guo, Tianyu Zhao +11

Extreme-mass-ratio inspiral (EMRI) signals pose significant challenges in gravitational wave (GW) astronomy owing to their low-frequency nature and highly complex waveforms, which…

gr-qc2024★ 2 cited

Rapid Parameter Estimation for Merging Massive Black Hole Binaries Using Continuous Normalizing Flows

Bo Liang, Minghui Du, He Wang +6

Detecting the coalescences of massive black hole binaries (MBHBs) is one of the primary targets for space-based gravitational wave observatories such as LISA, Taiji, and Tianqin. T…

gr-qc2024

GravitoMagneto-Hydrodynamics and Spacetime Turbulence in Early Universe

Jiaxiang Liang, Minghui Du, Peng Xu

Based on the gravitoelectromagnetic formalism and inspired by the rich analogies between electrodynamics and general relativity, we try one step further along this line and suggest…

astro-ph.IM2024★ 2 cited

Exploring Time Delay Interferometry Ranging as a Practical Ranging Approach in the Bayesian Framework

Minghui Du, Pengzhan Wu, Ziren Luo +1

Time Delay Interferometry (TDI) is an indispensable step in the whole data processing procedure of space-based gravitational wave detection, as it mitigates the overwhelming laser…

gr-qc2024★ 8 cited

Gravitational Wave Signal Extraction Against Non-Stationary Instrumental Noises with Deep Neural Network

Yuxiang Xu, Minghui Du, Peng Xu +2

Sapce-borne gravitational wave antennas, such as LISA and LISA-like mission (Taiji and Tianqin), will offer novel perspectives for exploring our Universe while introduce new challe…

astro-ph.IM2023★ 19 cited

Advancing Space-Based Gravitational Wave Astronomy: Rapid Parameter Estimation via Normalizing Flows

Minghui Du, Bo Liang, He Wang +3

Gravitational wave (GW) astronomy is witnessing a transformative shift from terrestrial to space-based detection, with missions like Taiji at the forefront. While the transition br…