2019
DOI: 10.3847/1538-4365/ab40b3
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A Blueprint of State-of-the-art Techniques for Detecting Quasi-periodic Pulsations in Solar and Stellar Flares

Abstract: Quasi-periodic pulsations (QPPs) appear to be a common feature observed in the light curves of both solar and stellar flares. However, their quasi-periodic nature, along with the fact that they can be small in amplitude and short-lived, makes QPPs difficult to unequivocally detect. In this paper, we test the strengths and limitations of state-of-the-art methods for detecting QPPs using a series of hare-and-hounds exercises. The hare simulated a set of flares, both with and without QPPs of a variety of forms, w… Show more

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Cited by 43 publications
(60 citation statements)
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“…Numerous physical effects have been studied in theoretical models and observations of kink oscillations. Bayesian analysis and MCMC sampling provide a flexible and convenient framework to analyse and compare different models, and is particularly useful for non-stationary oscillations such as the recent application to quasi-periodic pulsations in solar and stellar flares (Broomhall et al 2019). The particular components of the model we choose to include reflect the features of the event and the quality of the data.…”
Section: Bayesian Analysismentioning
confidence: 99%
“…Numerous physical effects have been studied in theoretical models and observations of kink oscillations. Bayesian analysis and MCMC sampling provide a flexible and convenient framework to analyse and compare different models, and is particularly useful for non-stationary oscillations such as the recent application to quasi-periodic pulsations in solar and stellar flares (Broomhall et al 2019). The particular components of the model we choose to include reflect the features of the event and the quality of the data.…”
Section: Bayesian Analysismentioning
confidence: 99%
“…AFINO was developed as a tool to systematically identify quasiperiodic pulsations in a large number of solar flares. It was one of a suite of techniques blind tested by Broomhall et al (2019), who investigated the performance of different oscillation detection methods on controlled, simulated data sets. Broomhall et al (2019) found that AFINO was a robust method for identifying quasiperiodic pulsations and characterizing the dominant frequency of the pulsations with a particularly low rate of false positives.…”
Section: Data Selection and Analysis Methodsmentioning
confidence: 99%
“…It was one of a suite of techniques blind tested by Broomhall et al (2019), who investigated the performance of different oscillation detection methods on controlled, simulated data sets. Broomhall et al (2019) found that AFINO was a robust method for identifying quasiperiodic pulsations and characterizing the dominant frequency of the pulsations with a particularly low rate of false positives. The AFINO code was developed so that it could be straightforwardly adapted to operate on a variety of temporal series, including magnetospheric data.…”
Section: Data Selection and Analysis Methodsmentioning
confidence: 99%
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“…Detection mechanisms that rely on detrending or model fitting (e.g. Dominique et al 2018;Pascoe et al 2017;Broomhall et al 2019) would benefit from information concerning the underlying flare shape.…”
Section: Introductionmentioning
confidence: 99%