Phase unwrapping in ICF target interferometric measurement via deep learning

物理 计算机科学 人工智能 一般化 深度学习 卷积神经网络 分割 滤波器(信号处理) 干涉测量 集合(抽象数据类型) 数据集 相(物质) 计算机视觉 模式识别(心理学) 光学 数学 数学分析 有机化学 化学 程序设计语言
作者
Shengtai Zhu,Zhongming Zang,Xianmin Wang,Yue Wang,Xulongqi Wang,Dong Liu
出处
期刊:Applied Optics [Optica Publishing Group]
卷期号:60 (1): 10-10 被引量:10
标识
DOI:10.1364/ao.405893
摘要

The unusual multiwavelength lightcurves of GRB 101225A are revisited by assuming that it is from an off-axis GRB powered by a newborn magnetar. We show that its optical afterglow lightcurve is fitted with the forward shock model by parameterizing its jet structure as a Gaussian function with a half opening angle of the jet core as $1.67^{\rm o}$. The derived initial Lorentz factor ($\Gamma_0$) is 120, and the viewing angle to the jet axis is $\theta_v=3.7^{\rm o}$. Tentative QPO signatures of $P=488$ seconds and $P=250\sim 300$ seconds are found with a confidence level of 90\% by analysing its X-ray flares observed in the time interval of $[4900,\ 7500]$ seconds. Its global gamma-ray/X-ray lightcurve and the QPO signatures are represented with the magnetar dipole radiation (DR) model by considering the magnetar precession motion, assuming that the magnetar spindown is dominated by the GW emission. The bulk Lorentz factor of the DR ejecta is limited to 8, being much lower than $\Gamma_0$. Comparing GRB 101225A with the extremely off-axis GRB 170817A, we suspect that the nature of the two-component jet in GRB 170817A is a combination of a co-axial GRB jet and a DR ejecta. GRB 101225A would be among the brightest ones of the CDF-S XT2 like X-ray transient population driven by newborn magnetars. Discussion on detectability of its gravitational wave emission is also presented.

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