Consider an AR (2) process which is described by the recursion Y [n] = a1Y [n 1]
Question:
Y [n] = a1Y [n 1] + a2Y [n 2] + X [n]
Where is an IID random process with zero- mean and variance Ï2X.
(a) Show that the autocorrelation function of the AR (2) process satisfies the difference equation,
RYY [k] a1R YY [k 1] a2R YY = + [k 2] k = 2, 3, 4 ¦
(b) Show that the first two terms in the autocorrelation function satisfy
From these two equations, solve for RYY [0] RYY [1] and in terms of a1 a2, and Ï2X.
(c) Using the difference equation in part (a) together with the initial conditions in part (b), find a general expression for the autocorrelation function of an AR (2) process.
(d) Use your result in part (c) to find the PSD of an AR (2) process.
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Related Book For
Probability and Random Processes With Applications to Signal Processing and Communications
ISBN: 978-0123869814
2nd edition
Authors: Scott Miller, Donald Childers
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