Quantification of the parameter estimation error from rotating core collapse supernovae

IF 3.9 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS
Claudia Moreno,Javier M Antelis,Michele Zanolin
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Abstract

Abstract In this paper, we perform parameter estimation with an analytical model to simulate the gravitational wave emission during the core-bounce phase of a rapidly rotating core collapse supernova progenitor. This approach enables us to estimate the parameter β , defined as the ratio of rotational kinetic energy to gravitational potential energy in core-collapse supernovae. To verify the reliability of both the analytical model and the inferred value of β , we use a numerical template bank constructed from Abylkairov’s gravitational waveform catalog and simulate O4 noise, characterized by the interferometer’s power spectral density. An average fitting factor of 94% over the interval 0.02 < β < 0.14 shows that our analytical model reproduces the key characteristics of the core-bounce waveform with high accuracy, leading to only a 6% reduction in the optimal signal-to-noise ratio. This provides a quantitative measure of how well the analytical model performs. Subsequently, we analyze the error in estimating β using a Matched Filter method and compare it to the corresponding Cramér–Rao Lower Bound. The results obtained by considering noise and waveforms at distances of 5, 10, and 50 kpc enable an assessment of how accurately the selected statistical model fits the observed data. From the asymptotic expansion of the variance, we derive a theoretical lower bound for the error that falls below 10 − 1 when the parameter β decreases with distance.
旋转核心坍缩超新星参数估计误差的量化
摘要本文利用解析模型进行参数估计,模拟了一个快速旋转的核心坍缩超新星祖星在核心弹跳阶段的引力波发射。这种方法使我们能够估计参数β,定义为核心坍缩超新星的旋转动能与重力势能之比。为了验证解析模型和推断β值的可靠性,我们使用了由Abylkairov重力波形目录构建的数值模板库,并模拟了以干涉仪功率谱密度为特征的O4噪声。在0.02 < β <; 0.14区间内的平均拟合因子为94%,表明我们的分析模型以高精度再现了岩心反弹波形的关键特征,导致最佳信噪比仅降低6%。这提供了分析模型执行情况的定量度量。随后,我们分析了使用匹配滤波方法估计β的误差,并将其与相应的cram r - rao下界进行了比较。通过考虑距离为5,10和50kpc的噪声和波形得到的结果可以评估所选统计模型与观测数据的拟合精度。根据方差的渐近展开式,我们推导出当参数β随距离减小时误差小于10−1的理论下界。
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来源期刊
Classical and Quantum Gravity
Classical and Quantum Gravity 物理-天文与天体物理
CiteScore
7.00
自引率
8.60%
发文量
301
审稿时长
2-4 weeks
期刊介绍: Classical and Quantum Gravity is an established journal for physicists, mathematicians and cosmologists in the fields of gravitation and the theory of spacetime. The journal is now the acknowledged world leader in classical relativity and all areas of quantum gravity.
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