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Advancing space-based gravitational wave astronomy: Rapid parameter estimation via normalizing flows
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作者 Minghui Du Bo Liang +3 位作者 He Wang Peng Xu Ziren Luo yueliang wu 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS CSCD 2024年第3期20-33,共14页
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 brings unprecedented opportunities for e... 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 brings unprecedented opportunities for exploring massive black hole binaries(MBHBs), it also imposes complex challenges in data analysis, particularly in parameter estimation amidst confusion noise.Addressing this gap, we utilize scalable normalizing flow models to achieve rapid and accurate inference within the Taiji environment. Innovatively, our approach simplifies the data's complexity, employs a transformation mapping to overcome the year-period time-dependent response function, and unveils additional multimodality in the arrival time parameter. Our method estimates MBHBs several orders of magnitude faster than conventional techniques, maintaining high accuracy even in complex backgrounds. These findings significantly enhance the efficiency of GW data analysis, paving the way for rapid detection and alerting systems and enriching our ability to explore the universe through space-based GW observation. 展开更多
关键词 Taiji program gravitational wave detection parameter estimation machine learning
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Exploring the nature of black hole and gravity with an imminent merging binary of supermassive black holes
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作者 Xingyu Zhong Wen-Biao Han +1 位作者 Ziren Luo yueliang wu 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS CSCD 2023年第3期76-87,共12页
A supermassive binary black-hole candidate SDSS J1430+2303 reported recently motivates us to investigate an imminent binary of supermassive black holes as potential gravitational wave source, and the radiated gravitat... A supermassive binary black-hole candidate SDSS J1430+2303 reported recently motivates us to investigate an imminent binary of supermassive black holes as potential gravitational wave source, and the radiated gravitational waves at the end of the merger are shown to be in the band of space-borne detectors. We provide a general analysis on the required detecting sensitivity needed for probing such type gravitational wave sources and make a full discussion by considering two typically designed configurations of space-borne antennas. If a source is so close, it is possible to be detected with Taiji pathfinder-plus which is proposed to be an extension for the planned Taiji pathfinder by just adding an additional satellite to the initial two satellites. The gravitational wave detection on such kind of source enables us to explore the properties of supermassive black holes and the nature of gravity. 展开更多
关键词 gravitation wave SMBHBs Taiji pathfinder
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Editorial
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作者 yueliang wu RongGen Cai YuFeng Zhout 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS CSCD 2018年第10期1-1,共1页
The paradigm that our universe is dominated by non-luminous matter,i.e.,dark matter,rather than ordinary baryonic matter,has been established since the 1980s.However,the nature of dark matter remains almost unknown.Ma... The paradigm that our universe is dominated by non-luminous matter,i.e.,dark matter,rather than ordinary baryonic matter,has been established since the 1980s.However,the nature of dark matter remains almost unknown.Many ongoing space experiments are aiming at uncovering the particle nature of dark matter via precise measurements of the flux of cosmic-ray particles,with a hope to find fingerprints that tiny annihilations or decays of dark matter may have left.Such 展开更多
关键词 编辑 粒子性质 空间实验 暗物质 关键部件 宇宙 播放器 热量计
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Topology change and emergent scale symmetry in compact star matter via gravitational wave detection
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作者 WenCong Yang YongLiang Ma yueliang wu 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS CSCD 2021年第5期28-33,共6页
Topological structure has been extensively studied and confirmed in highly correlated condensed matter physics. We explore the gravitational waves emitted from binary neutron star mergers using the pseudoconformal mod... Topological structure has been extensively studied and confirmed in highly correlated condensed matter physics. We explore the gravitational waves emitted from binary neutron star mergers using the pseudoconformal model for dense nuclear matter for compact stars. This model considers the topology change and the possible emergent scale symmetry and satisfies all the constraints from astrophysics. We find that the location of the topology change affects gravitational waves dramatically owing to its effect on the equation of state. In addition, the effect of this location on the waveforms of the gravitational waves is within the ability of the on-going and up-coming facilities for detecting gravitational waves, thus suggesting a possible way to measure the topology structure in nuclear physics. 展开更多
关键词 topology change emergent symmetry compact star matter gravitational wave
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