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Consider a periodic signal ๐‘ฅ(๐‘ก)ย with period ๐‘‡. What is the relationship between the autocorrelation function ๐‘…๐‘ฅ๐‘ฅ(๐œ)ย and the Fourier series coefficients of ๐‘ฅ(๐‘ก)?

Question

Consider a periodic signal ๐‘ฅ(๐‘ก)ย with period ๐‘‡. What is the relationship between the autocorrelation function ๐‘…๐‘ฅ๐‘ฅ(๐œ)ย and the Fourier series coefficients of ๐‘ฅ(๐‘ก)?

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Solution

The autocorrelation function ๐‘…๐‘ฅ๐‘ฅ(๐œ) of a periodic signal ๐‘ฅ(๐‘ก) with period ๐‘‡ is defined as the expected value of the product of the signal and its time-shifted version. Mathematically, it can be represented as:

๐‘…๐‘ฅ๐‘ฅ(๐œ) = E[๐‘ฅ(๐‘ก)๐‘ฅ(๐‘ก+๐œ)]

The Fourier series representation of a periodic signal ๐‘ฅ(๐‘ก) is given by:

๐‘ฅ(๐‘ก) = ๐‘Ž0 + โˆ‘(๐‘Ž๐‘› cos(๐‘›๐œ”๐‘ก) + ๐‘๐‘› sin(๐‘›๐œ”๐‘ก))

where ๐‘Ž0, ๐‘Ž๐‘›, and ๐‘๐‘› are the Fourier coefficients, and ๐œ” = 2๐œ‹/๐‘‡ is the fundamental angular frequency.

The relationship between the autocorrelation function and the Fourier series coefficients is given by the Wiener-Khinchin theorem, which states that the autocorrelation function of a signal and the power spectral density of that signal are Fourier transform pairs. In other words, the Fourier transform of the autocorrelation function gives the power spectral density, which is a function of the square of the magnitude of the Fourier series coefficients.

Therefore, the autocorrelation function ๐‘…๐‘ฅ๐‘ฅ(๐œ) and the Fourier series coefficients of ๐‘ฅ(๐‘ก) are related through the power spectral density of the signal.

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Similar Questions

In the context of time series analysis, if the autocorrelation function ๐‘…๐‘ฅ๐‘ฅ(๐œ)ย exhibits a sharp peak at a specific lag ๐œ=๐‘˜, what does this suggest about the time series?Select one:a.The time series is highly correlated with its lagged version at lag ๐‘˜.b. The time series is non-stationary.c.The time series is periodic with period ๐‘˜.d. The time series is white noise.

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The representation of Fourier series can be in case of Non-periodic signals too.Group of answer choicesCan not be determinedTrueNoneFalse

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