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Main Authors: Scargle, Jeffrey D., Wagner, Sarah
Format: Preprint
Published: 2026
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Online Access:https://arxiv.org/abs/2601.04552
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author Scargle, Jeffrey D.
Wagner, Sarah
author_facet Scargle, Jeffrey D.
Wagner, Sarah
contents Multiple-frequency periodograms -- based on time series models consisting of two or more independent sinusoids -- have long been discussed. What is new here is the presentation of a practical, simple-to-use computational framework implementing this concept. Our algorithms have super resolution that evades the Rayleigh criterion, as well as provision for statistical weighting and tapering. They can be used for essentially any time series (e.g. time-tagged events or point measurements) with arbitrary sampling -- even or uneven. Examples of super resolution of synthetic data, sunspot numbers, and the rich pulsations of white dwarf J0135+5722, demonstrate practical applications. Appendices derive generalized periodograms using an arbitrary number of arbitrary basis functions (following Bretthorst, 1988)and define several examples of non-sinusoidal bases for these ``omnigrams.'' Application beyond the frequency domain is demonstrated with an autoregressive model exhibiting super resolution in the time domain. A GitHub repository containing omnigram code, and symbolic algebra scripts for generating it, will soon be available.
format Preprint
id arxiv_https___arxiv_org_abs_2601_04552
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle Studies in Astronomical Time Series Analysis: The Double Lomb-Scargle Periodogram and Super Resolution
Scargle, Jeffrey D.
Wagner, Sarah
Instrumentation and Methods for Astrophysics
H.1, I.1, J.2
Multiple-frequency periodograms -- based on time series models consisting of two or more independent sinusoids -- have long been discussed. What is new here is the presentation of a practical, simple-to-use computational framework implementing this concept. Our algorithms have super resolution that evades the Rayleigh criterion, as well as provision for statistical weighting and tapering. They can be used for essentially any time series (e.g. time-tagged events or point measurements) with arbitrary sampling -- even or uneven. Examples of super resolution of synthetic data, sunspot numbers, and the rich pulsations of white dwarf J0135+5722, demonstrate practical applications. Appendices derive generalized periodograms using an arbitrary number of arbitrary basis functions (following Bretthorst, 1988)and define several examples of non-sinusoidal bases for these ``omnigrams.'' Application beyond the frequency domain is demonstrated with an autoregressive model exhibiting super resolution in the time domain. A GitHub repository containing omnigram code, and symbolic algebra scripts for generating it, will soon be available.
title Studies in Astronomical Time Series Analysis: The Double Lomb-Scargle Periodogram and Super Resolution
topic Instrumentation and Methods for Astrophysics
H.1, I.1, J.2
url https://arxiv.org/abs/2601.04552