论文标题
通过Hilbert-huang变换对重力波事件的全面分析:从紧凑的二元结合到超新星
A Comprehensive Analysis of the Gravitational Wave Events with the Hilbert-Huang Transform: From Compact Binary Coalescence to Supernova
论文作者
论文摘要
我们通过独立于模型的时频分析来分析引力波信号,该分析从Hilbert-Huang变换(HHT)改进,并优化了用于表征时间频率图上频率可变性的优化。除了常规的HHT算法,即以集合经验模式分解并产生瞬时频率的固有模式函数外,我们提出了一种在时间频率图上运行集合均值的替代算法。我们系统地分析了在Ligo O1和O2中观察到的紧凑型二元聚结的已知重力波事件,以及使用我们的方法中核心 - 循环超新星(CCSNE)的模拟重力波信号中观察到的。与那些小波光谱相比,二进制黑洞结合病例的时频图显示出更好的细节。此外,通过算法可以减少由模式混合引起的瞬时频率的振荡。对于CCSNE数据,可以通过HHT精确确定原始恒星的振荡和站立吸积冲击不稳定性的辐射。更重要的是,可以清楚地分开不同振荡模式的初始阶段。这些结果为进一步建立检测算法提供了新的提示,以及研究潜在物理机制的新探针。
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 characterizing the frequency variability on the time-frequency map. Except for the regular HHT algorithm, i.e., obtaining intrinsic mode functions with ensemble empirical mode decomposition and yielding the instantaneous frequencies, we propose an alternative algorithm that operates the ensemble mean on the time-frequency map. We systematically analyze the known gravitational wave events of the compact binary coalescence observed in LIGO O1 and O2, and in the simulated gravitational wave signals from core-collapse supernovae (CCSNe) with our method. The time-frequency maps of the binary black hole coalescence cases show much better details compared to those wavelet spectra. Moreover, the oscillation in the instantaneous frequency caused by mode-mixing could be reduced with our algorithm. For the CCSNe data, the oscillation from the proto-neutron star and the radiation from the standing accretion shock instability can be precisely determined with the HHT in great detail. More importantly, the initial stage of different modes of oscillations can be clearly separated. These results provide new hints for further establishment of the detecting algorithm, and new probes to investigate the underlying physical mechanisms.