Advancing space-based gravitational wave astronomy: Rapid parameter estimation via normalizing flows | |
Du MH(杜明辉); Liang, Bo; Wang, He; Xu P(徐鹏); Luo ZR(罗子人); Wu, Yueliang | |
通讯作者 | Wang, He(hewang@ucas.ac.cn) ; Wu, Yueliang(ylwu@itp.ac.cn) |
发表期刊 | SCIENCE CHINA-PHYSICS MECHANICS & ASTRONOMY |
2024-03-01 | |
卷号 | 67期号:3页码:14 |
ISSN | 1674-7348 |
摘要 | 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. |
关键词 | Taiji program gravitational wave detection parameter estimation machine learning |
DOI | 10.1007/s11433-023-2270-7 |
收录类别 | SCI ; EI ; CSCD |
语种 | 英语 |
WOS记录号 | WOS:001155349400002 |
WOS研究方向 | Physics |
WOS类目 | Physics, Multidisciplinary |
资助项目 | National Key Research and Development Program of China[2021YFC2203004] ; National Key Research and Development Program of China[2021YFC2201903] ; National Natural Science Foundation of China[12147103] ; National Natural Science Foundation of China[12247187] ; Fundamental Research Funds for the Central Universities |
项目资助者 | National Key Research and Development Program of China ; National Natural Science Foundation of China ; Fundamental Research Funds for the Central Universities |
论文分区 | 二类/Q1 |
力学所作者排名 | 1 |
RpAuthor | Wang, He ; Wu, Yueliang |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://dspace.imech.ac.cn/handle/311007/94358 |
专题 | 微重力重点实验室 |
推荐引用方式 GB/T 7714 | Du MH,Liang, Bo,Wang, He,et al. Advancing space-based gravitational wave astronomy: Rapid parameter estimation via normalizing flows[J]. SCIENCE CHINA-PHYSICS MECHANICS & ASTRONOMY,2024,67,3,:14. |
APA | 杜明辉,Liang, Bo,Wang, He,徐鹏,罗子人,&Wu, Yueliang.(2024).Advancing space-based gravitational wave astronomy: Rapid parameter estimation via normalizing flows.SCIENCE CHINA-PHYSICS MECHANICS & ASTRONOMY,67(3),14. |
MLA | 杜明辉,et al."Advancing space-based gravitational wave astronomy: Rapid parameter estimation via normalizing flows".SCIENCE CHINA-PHYSICS MECHANICS & ASTRONOMY 67.3(2024):14. |
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