Barlett's method
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In physics, engineering, and applied mathematics, Bartlett's method, named after M.S. Bartlett, is used for estimating power spectra. Bartlett's method provides a way to reduce the variance of the periodogram in exchange for a reduction of resolution, compared to standard periodograms. Common applications of Bartlett's method are frequency response measurements and general spectrum analysis.
[edit] Definition and Procedure
Bartlett’s method consists of the following steps:
- The original N point data segment is split up into K data segments of length M
- For each segment, compute the periodogram by computing the discrete Fourier transform, and then computing the squared magnitude of the result.
- Average the result of the squared periodograms above for the K data segments.
- The averaging reduces the variance, compared to the original N point data segment.
The end result is an array of power measurements vs. frequency "bin".
[edit] See Also
- M. S. Bartlett
- Welch method is a method that uses a modified version of Bartlett’s method.
[edit] References
- Proakis, J.G., and Manolakis, D.G., Digital Signal Processing, Upper Saddle River, NJ: Prentice-Hall, 1996, pp 910-911.