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Spectrum analysis—A modern perspective

Proceedings of the IEEE · 1981 · Vol. 69(11) · pp. 1380–1419
Steven KayS.L. Marple

Abstract

A summary of many of the new techniques developed in the last two decades for spectrum analysis of discrete time series is presented in this tutorial. An examination of the underlying time series model assumed by each technique serves as the common basis for understanding the differences among the various spectrum analysis approaches. Techniques discussed include the classical periodogram, classical Blackman-Tukey, autoregressive (maximum entropy), moving average, autotegressive-moving average, maximum likelihood, Prony, and Pisarenko methods. A summary table in the text provides a concise overview for all methods, including key references and appropriate equations for computation of each spectral estimate.

Spectroscopy and Chemometric AnalysesBlind Source Separation TechniquesNeural Networks and ApplicationsAutoregressive modelMaximum entropy spectral estimationSpectral analysisPeriodogramPrinciple of maximum entropySeries (stratigraphy)ComputationComputer scienceMathematicsAlgorithm
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References
Linear prediction: A tutorial review
Proceedings of the IEEE · 1975 · 4,004 citations
The Retrieval of Harmonics from a Covariance Function
Geophysical Journal International · 1973 · 1,114 citations
An algorithm for the machine calculation of complex Fourier series
Mathematics of Computation · 1965 · 12,024 citations
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Proceedings of the IEEE · 1969 · 6,183 citations
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Journal of the American Statistical Association · 1969 · 5,019 citations
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