Two complementary approaches of the periodicity detection in astronomical time series

IF 2.7 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS
Alexandru Pop, Maria Crăciun
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引用次数: 0

Abstract

Estimation of the statistical significance of the peaks appearing in the spectra of various astronomical time series is essential for the detection of signals especially when they are contaminated by high levels of observational noise. In the present paper we consider a broader perspective which relies on two main aspects: (i) all the peaks have or may have significance and, therefore, (ii) we propose two complementary approaches to simultaneously supply estimates of the statistical significance of all the peaks of interest through Monte Carlo simulations. They are natural generalisations of the already used methods featured either by specificity in frequency or by specificity in amplitude/power of the peaks occurred in the spectrum. Three recently obtained radial velocity data on stars with orbiting exoplanets were used to illustrate these approaches: two G-type stars observed by the HARPS spectrograph (TOI-733, TOI-763) and an M-type star observed by the CARMENES spectrograph (Wolf 327). Some both interesting and useful features of the two considered statistical significances are also emphasised.

天文时间序列周期性检测的两种互补方法
对各种天文时间序列光谱中出现的峰值的统计意义进行估算,对于信号的探测至关重要,尤其是在信号受到高水平观测噪声污染的情况下。在本文中,我们从更广阔的视角进行了思考,这主要依赖于两个方面:(i) 所有峰值都具有或可能具有重要意义,因此,(ii) 我们提出了两种互补的方法,通过蒙特卡罗模拟,同时对所有相关峰值的统计意义进行估算。这两种方法是对已经使用过的方法的自然概括,其特点是对频谱中出现的峰的频率或振幅/功率具有特异性。为了说明这些方法,我们使用了最近获得的三颗有系外行星运行的恒星的径向速度数据:HARPS 摄谱仪观测到的两颗 G 型恒星(TOI-733 和 TOI-763)和 CARMENES 摄谱仪观测到的一颗 M 型恒星(Wolf 327)。还强调了这两种统计意义的一些有趣和有用的特点。
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
Experimental Astronomy
Experimental Astronomy 地学天文-天文与天体物理
CiteScore
5.30
自引率
3.30%
发文量
57
审稿时长
6-12 weeks
期刊介绍: Many new instruments for observing astronomical objects at a variety of wavelengths have been and are continually being developed. Furthermore, a vast amount of effort is being put into the development of new techniques for data analysis in order to cope with great streams of data collected by these instruments. Experimental Astronomy acts as a medium for the publication of papers of contemporary scientific interest on astrophysical instrumentation and methods necessary for the conduct of astronomy at all wavelength fields. Experimental Astronomy publishes full-length articles, research letters and reviews on developments in detection techniques, instruments, and data analysis and image processing techniques. Occasional special issues are published, giving an in-depth presentation of the instrumentation and/or analysis connected with specific projects, such as satellite experiments or ground-based telescopes, or of specialized techniques.
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