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Chapter 3 - Spectral estimation

Published online by Cambridge University Press:  13 August 2009

Graham P. Weedon
Affiliation:
University of Luton
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Summary

Introduction

As mentioned in Chapter 1, generating a spectrum is often the first step in the analysis of cyclostratigraphic time series. Unfortunately, researchers sometimes use one of the widely available computer programs without regard to the theory or methodology being implemented. A working understanding of the main issues will reduce the chances of making mistakes and enable the investigator to make the most of the data. A primary use of the spectrum is for the detection of periodic or quasi-periodic components in a time series, which are indicated by peaks that can be distinguished from background noise (i.e. significant spectral peaks). Note that the periodic or quasi-periodic components are referred to here as ‘regular cycles’ rather than just ‘cycles’ for reasons explained in Section 1.3.

This chapter is divided into four sections that consider: (a) processing time series prior to spectral analysis; (b) the background to the generation of power spectra; (c) the main methods used to generate spectra; and (d) some of the issues concerning distinguishing spectral peaks from background noise. The practical interpretation of power spectra is also addressed in Section 5.4.2.

It should be kept in mind that it is impossible to use cyclostratigraphic time series to obtain the theoretical or ‘true’ spectrum. The reasons for this will become clear in this chapter. Different spectral techniques employ different methods to obtain a ‘best guess’ as to the true spectrum.

Type
Chapter
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Time-Series Analysis and Cyclostratigraphy
Examining Stratigraphic Records of Environmental Cycles
, pp. 43 - 90
Publisher: Cambridge University Press
Print publication year: 2003

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  • Spectral estimation
  • Graham P. Weedon, University of Luton
  • Book: Time-Series Analysis and Cyclostratigraphy
  • Online publication: 13 August 2009
  • Chapter DOI: https://doi.org/10.1017/CBO9780511535482.004
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  • Spectral estimation
  • Graham P. Weedon, University of Luton
  • Book: Time-Series Analysis and Cyclostratigraphy
  • Online publication: 13 August 2009
  • Chapter DOI: https://doi.org/10.1017/CBO9780511535482.004
Available formats
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Save book to Google Drive

To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Google Drive.

  • Spectral estimation
  • Graham P. Weedon, University of Luton
  • Book: Time-Series Analysis and Cyclostratigraphy
  • Online publication: 13 August 2009
  • Chapter DOI: https://doi.org/10.1017/CBO9780511535482.004
Available formats
×