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The ESA global astrometry space mission Gaia has been monitoring the position of a billion stars since 2014. The analysis of such a massive dataset is challenging in terms of the data processing involved. In particular, the blind detection…

地球与行星天体物理 · 物理学 2022-11-30 J. -B. Delisle , D. Ségransan

The ability to automatically and robustly self-verify periodicity present in time-series astronomical data is becoming more important as data sets rapidly increase in size. The age of large astronomical surveys has rendered manual…

天体物理仪器与方法 · 物理学 2024-06-14 Niall Miller , Philip Lucas , Yi Sun , Zhen Guo , Calum Morris , William Cooper

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

We carry out a comparative analysis of the performance of three algorithms widely used to identify significant periodicities in radial-velocity (RV) datasets: the Generalised Lomb-Scargle Periodogram (GLS), its modified version based on…

地球与行星天体物理 · 物理学 2017-05-10 M. Pinamonti , A. Sozzetti , A. S. Bonomo , M. Damasso

The estimation of periodicity is a fundamental task in many scientific areas of study. Existing methods rely on theoretical assumptions that the observation times have equal or i.i.d. spacings, and that common estimators, such as the…

统计方法学 · 统计学 2021-06-01 Panos Toulis , Jacob Bean

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

Periodograms are common tools used to search for periodic signals in unevenly spaced time series. The significance of periodogram peaks is often assessed using false alarm probability (FAP), which in most studies assumes uncorrelated noise…

天体物理仪器与方法 · 物理学 2020-03-11 J. -B. Delisle , N. Hara , D. Ségransan

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

Many real world problems exhibit patterns that have periodic behavior. For example, in astrophysics, periodic variable stars play a pivotal role in understanding our universe. An important step when analyzing data from such processes is the…

机器学习 · 计算机科学 2012-08-20 Yuyang Wang , Roni Khardon , Pavlos Protopapas

In astronomy, we are witnessing an enormous increase in the number of source detections, precision, and diversity of measurements. Additionally, multi-epoch data is becoming the norm, making time-series analyses an important aspect of…

天体物理仪器与方法 · 物理学 2019-11-22 Laurent Eyer , Maria Süveges , Joris De Ridder , Sara Regibo , Nami Mowlavi , Berry Holl , Lorenzo Rimoldini , Francois Bouchy

E-science of photometric data requires automatic procedures and a precise recognition of periodic patterns to perform science as well as possible on large data. Analytical equations that enable us to set the best constraints to properly…

天体物理仪器与方法 · 物理学 2018-09-19 C. E. Ferreira Lopes , N. J. G. Cross , F. Jablonski

A reexamination of period finding algorithms is prompted by new large area astronomical sky surveys that can identify billions of individual sources having a thousand or more observations per source. This large increase in data necessitates…

天体物理仪器与方法 · 物理学 2025-02-05 Douglas P. Finkbeiner , Thomas A. Prince , Samuel E. Whitebook

We present a study on the determination of rotation periods (P) of solar-like stars from the photometric irregular time-sampling of the ESA Gaia mission, currently scheduled for launch in 2013, taking into account its dependence on ecliptic…

太阳与恒星天体物理 · 物理学 2015-06-04 E. Distefano , A. C. Lanzafame , A. F. Lanza , S. Messina , A. J. Korn , K. Eriksson , J. Cuypers

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

Time series analysis is fundamental to characterizing the variability inherent in multi-wavelength emissions from blazars. However, a major observational challenge lies in the need for well-sampled, temporally uniform data, which is often…

高能天体物理现象 · 物理学 2025-10-23 P. Peñil , N. Torres-Albà , A. Rico , S. Buson , M. Ajello , A. Domínguez , S. Adhikari

This paper treats the problem of detecting periodicity in a sequence of photon arrival times, which occurs, for example, in attempting to detect gamma-ray pulsars. A particular focus is on how auxiliary information, typically source…

统计方法学 · 统计学 2009-11-13 Peter Bickel , Bas Kleijn , John Rice

The hunt for Earth analogue planets orbiting Sun-like stars has forced the introduction of novel methods to detect signals at, or below, the level of the intrinsic noise of the observations. We present a new global periodogram method that…

地球与行星天体物理 · 物理学 2015-06-19 James S. Jenkins , Nestor Becerra Yoma , Patricio Rojo , Rodrigo Mahu , Jorge Wuth

The Gaia satellite was selected as a cornerstone mission of the European Space Agency (ESA) in October 2000 and confirmed in 2002 with a current target launch date of 2011. The Gaia mission will gather on the same observational principles…

天体物理学 · 物理学 2007-05-23 L. Eyer , F. Mignard

Context. In exoplanet searches with radial velocity data, the most common statistical significance metrics are the Bayes factor and the false alarm probability (FAP). Both have proved useful, but do not directly address whether an exoplanet…

地球与行星天体物理 · 物理学 2022-07-06 Nathan C. Hara , Nicolas Unger , Jean-Baptiste Delisle , Rodrigo Díaz , Damien Ségransan

Radial velocity surveys are beginning to reach the time baselines required to detect Jupiter analogs, as well as sub-Saturn mass planets in close orbits. Therefore it is important to understand the sensitivity of these surveys at long…

天体物理学 · 物理学 2009-11-10 Andrew Cumming
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