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When the noise affecting time series is colored with unknown statistics, a difficulty for sinusoid detection is to control the true significance level of the test outcome. This paper investigates the possibility of using training data sets…

统计理论 · 数学 2017-02-08 Sophia Sulis , David Mary , Lionel Bigot

We introduce and test several novel approaches for periodicity detection in unevenly-spaced sparse datasets. Specifically, we examine five different kinds of periodicity metrics, which are based on non-parametric measures of serial…

天体物理仪器与方法 · 物理学 2016-01-07 Shay Zucker

The detection of exoplanets with the radial velocity method consists in detecting variations of the stellar velocity caused by an unseen sub-stellar companion. Instrumental errors, irregular time sampling, and different noise sources…

地球与行星天体物理 · 物理学 2023-09-06 L. A. Nieto , R. F. Díaz

Exoplanet research is carried out at the limits of the capabilities of current telescopes and instruments. The studied signals are weak, and often embedded in complex systematics from instrumental, telluric, and astrophysical sources.…

天体物理仪器与方法 · 物理学 2019-02-06 Hannu Parviainen

The detection of periodic signals in irregularly-sampled time series is a problem commonly encountered in astronomy. Traditional tools used for periodic searches, such as the periodogram, have poorly defined statistical properties under…

天体物理仪器与方法 · 物理学 2025-01-13 A. Gúrpide , M. Middleton

Detection of periodic patterns of interest within noisy time series data plays a critical role in various tasks, spanning from health monitoring to behavior analysis. Existing learning techniques often rely on labels or clean versions of…

机器学习 · 计算机科学 2025-06-24 Berken Utku Demirel , Christian Holz

(Abridged) The probability of detecting additional companions is essentially unchanged with respect to the single-planet configurations, but after fitting and subtraction of orbits with astrometric signal-to-noise ratio $\alpha/\sigma_d\to…

天体物理学 · 物理学 2009-11-07 A. Sozzetti , S. Casertano , R. A. Brown , M. G. Lattanzi

Time-varying non-Euclidean random objects are playing a growing role in modern data analysis, and periodicity is a fundamental characteristic of time-varying data. However, quantifying periodicity in general non-Euclidean random objects…

统计方法学 · 统计学 2025-10-22 Jiazhen Xu , Andrew T. A. Wood , Tao Zou

We present a method that allows to distinguish between nearly periodic and strictly periodic time series. To this purpose, we employ a conservative criterion for periodicity, namely that the time series can be interpolated by a periodic…

数据分析、统计与概率 · 物理学 2015-11-11 Gerrit Ansmann

Exoplanet detection by direct imaging is a difficult task: the faint signals from the objects of interest are buried under a spatially structured nuisance component induced by the host star. The exoplanet signals can only be identified when…

天体物理仪器与方法 · 物理学 2023-06-22 Olivier Flasseur , Théo Bodrito , Julien Mairal , Jean Ponce , Maud Langlois , Anne-Marie Lagrange

This study is motivated by the problem of evaluating reliable false alarm (FA) rates for sinusoid detection tests applied to unevenly sampled time series involving colored noise, when a (small) training data set of this noise is available.…

应用统计 · 统计学 2017-11-10 Sophia Sulis , David Mary , Lionel Bigot

Time-series photometry and spectroscopy of transiting exoplanets allow us to study their atmospheres. Unfortunately, the required precision to extract atmospheric information surpasses the design specifications of most general purpose…

地球与行星天体物理 · 物理学 2015-09-14 Neale P. Gibson

We present a new periodogram for periodicity detection in one-dimensional time-series data from scanning astrometry space missions, like Hipparcos or Gaia. The periodogram is non-parametric and does not rely on a full or approximate orbital…

天体物理仪器与方法 · 物理学 2023-07-12 Avraham Binnenfeld , Sahar Shahaf , Shay Zucker

The astrometric and radial velocity techniques of extra-solar planet detection attempt to detect the periodic reflex motion of the parent star by extracting this periodic signal from a time-sampled set of observations. The extraction is…

天体物理学 · 物理学 2009-11-07 J. A. Eisner , S. R. Kulkarni

One of the main features of interest in analysing the light curves of stars is the underlying periodic behaviour. The corresponding observations are a complex type of time series with unequally spaced time points and are sometimes…

应用统计 · 统计学 2022-11-21 Efthymia Derezea , Alfred Kume , Dirk Froebrich

Polarimetry is one of the keys to enhanced direct imaging of exoplanets. Not only does it deliver a differential observable providing extra contrast, but when coupled with spectroscopy, it also reveals valuable information on the…

天体物理仪器与方法 · 物理学 2015-05-13 Guillaume Schworer , Peter G. Tuthill

Periodic and semi periodic patterns are very common in nature. In this paper we introduce a topological toolbox aiming in detecting and quantifying periodicity. The presented technique is of a general nature and may be employed wherever…

代数拓扑 · 数学 2019-05-30 Paweł Dłotko , Wanling Qiu , Simon Rudkin

Optimal frequency identification in astronomical datasets is crucial for variable star studies, exoplanet detection, and asteroseismology. Traditional period-finding methods often rely on specific parametric assumptions, employ binning…

天体物理仪器与方法 · 物理学 2024-06-12 F. Stoppa , C. Johnston , E. Cator , G. Nelemans , P. J. Groot

Astrometric and radial-velocity planet detections track very similar motions, and one generally expects that the statistical properties of the detections would also be similar after they are scaled to the signal-to-noise ratio of the…

天体物理学 · 物理学 2008-07-29 Andrew Gould
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