Proof of principle for template synthesis approach for the radio emission from vertical extensive air showers

IF 4.2 3区 物理与天体物理 Q1 ASTRONOMY & ASTROPHYSICS
Mitja Desmet , Stijn Buitink , Tim Huege , David Butler , Ralph Engel , Olaf Scholten
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Abstract

The radio detection technique of cosmic ray air showers has gained renewed interest in the last two decades. While the radio experiments are very cost-effective to deploy, the Monte-Carlo simulations required to analyse the data are computationally expensive. Here we present a proof of concept for a novel way to synthesise the radio emission from extensive air showers in simulations. It is a hybrid approach which uses a single microscopic Monte-Carlo simulation, called the origin shower, to generate the radio emission from a target shower with a different longitudinal evolution, primary particle type and energy. The method employs semi-analytical relations which only depend on the shower parameters to transform the radio signals in the simulated antennas. We apply this method to vertical air showers with energies ranging from 1017eV to 1019eV and compare the results with CoREAS simulations in two frequency bands, namely the broad [20, 500] MHz band and a more narrow one at [30, 80] MHz. We gauge the synthesis quality using the maximal amplitude and energy fluence contained in the signal. We observe that the quality depends primarily on the difference in Xmax between the origin and target shower. After applying a linear bias correction, we find that for a shift in Xmax of less than 150 g/cm2, template synthesis has a bias of less than 2% and a scatter up to 6%, both in amplitude, on the broad frequency range. On the restricted [30, 80] MHz range the bias is similar, but the spread on amplitude drops down to 3%. These fluctuations are on the same level as the intrinsic scatter we observe in Monte-Carlo ensembles. We therefore surmise the observed scatter in amplitude to originate from intrinsic shower fluctuations we do not explicitly account for in template synthesis.

垂直大面积气流无线电发射模板合成方法的原理证明
近二十年来,宇宙射线气流的无线电探测技术再次引起人们的兴趣。虽然无线电实验的部署成本效益非常高,但分析数据所需的蒙特卡洛模拟计算却非常昂贵。在这里,我们提出了一种在模拟中合成大范围气雨射电辐射的新方法的概念验证。这是一种混合方法,它使用单个微观蒙特卡洛模拟(称为原点气流)来生成具有不同纵向演化、主粒子类型和能量的目标气流的射电辐射。该方法采用半解析关系,只依赖于阵雨参数来转换模拟天线中的无线电信号。我们将该方法应用于能量范围从 1017eV 到 1019eV 的垂直气流淋浴,并将结果与 CoREAS 在两个频段(即宽频带 [20, 500] MHz 和窄频带 [30, 80] MHz)的模拟结果进行比较。我们使用信号中包含的最大振幅和能量通量来衡量合成质量。我们发现,质量主要取决于原点和目标阵列之间的 Xmax 差值。在应用线性偏差校正后,我们发现当 Xmax 的偏移小于 150 g/cm2 时,模板合成的偏差小于 2%,而在宽频范围内,两者在振幅上的散度最高可达 6%。在受限的 [30, 80] MHz 范围内,偏差类似,但振幅散差下降到 3%。这些波动与我们在蒙特卡洛集合中观测到的固有散度处于同一水平。因此,我们推测观测到的振幅散差是源于我们在模板合成中没有明确考虑的固有骤雨波动。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Astroparticle Physics
Astroparticle Physics 地学天文-天文与天体物理
CiteScore
8.00
自引率
2.90%
发文量
41
审稿时长
79 days
期刊介绍: Astroparticle Physics publishes experimental and theoretical research papers in the interacting fields of Cosmic Ray Physics, Astronomy and Astrophysics, Cosmology and Particle Physics focusing on new developments in the following areas: High-energy cosmic-ray physics and astrophysics; Particle cosmology; Particle astrophysics; Related astrophysics: supernova, AGN, cosmic abundances, dark matter etc.; Gravitational waves; High-energy, VHE and UHE gamma-ray astronomy; High- and low-energy neutrino astronomy; Instrumentation and detector developments related to the above-mentioned fields.
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