Studies in astronomical time series analysis. II - Statistical aspects of spectral analysis of unevenly spaced data

1982 The Astrophysical Journal 6,925 citations

Abstract

view Abstract Citations (5172) References (28) Co-Reads Similar Papers Volume Content Graphics Metrics Export Citation NASA/ADS Studies in astronomical time series analysis. II. Statistical aspects of spectral analysis of unevenly spaced data. Scargle, J. D. Abstract Detection of a periodic signal hidden in noise is frequently a goal in astronomical data analysis. This paper does not introduce a new detection technique, but instead studies the reliability and efficiency of detection with the most commonly used technique, the periodogram, in the case where the observation times are unevenly spaced. This choice was made because, of the methods in current use, it appears to have the simplest statistical behavior. A modification of the classical definition of the periodogram is necessary in order to retain the simple statistical behavior of the evenly spaced case. With this modification, periodogram analysis and least-squares fitting of sine waves to the data are exactly equivalent. Certain difficulties with the use of the periodogram are less important than commonly believed in the case of detection of strictly periodic signals. In addition, the standard method for mitigating these difficulties (tapering) can be used just as well if the sampling is uneven. An analysis of the statistical significance of signal detections is presented, with examples Publication: The Astrophysical Journal Pub Date: December 1982 DOI: 10.1086/160554 Bibcode: 1982ApJ...263..835S Keywords: Astronomy; Signal Detection; Spectrum Analysis; Statistical Distributions; Time Series Analysis; Fourier Transformation; Frequency Response; Power Spectra; Signal To Noise Ratios; Astronomy full text sources ADS | Related Materials (5) Part 1: 1981ApJS...45....1S Part 3: 1989ApJ...343..874S Part 4: 1990ApJ...359..469S Part 5: 1998ApJ...504..405S Part 6: 2013ApJ...764..167S

Keywords

PhysicsSpectral densityTime seriesSeries (stratigraphy)Noise (video)AlgorithmAstrophysicsStatisticsComputer scienceMathematicsArtificial intelligence

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Year
1982
Type
article
Volume
263
Pages
835-835
Citations
6925
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J. D. Scargle (1982). Studies in astronomical time series analysis. II - Statistical aspects of spectral analysis of unevenly spaced data. The Astrophysical Journal , 263 , 835-835. https://doi.org/10.1086/160554

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DOI
10.1086/160554