- 2081 Baisakh (CS II) · 6 marks
LTI output of a WSS input is WSS
Short answer
For a WSS input X(t) with mean m_X and autocorrelation R_X(τ) passing through a stable LTI system h(t), the output mean is constant m_X H(0). The output autocorrelation R_Y(τ) = h(τ)*h(-τ)*R_X(τ) depends only on τ, and the output PSD is S_Y(f) = |H(f)|² S_X(f). Since the mean is constant and autocorrelation depends only on τ, Y(t) is WSS.
Show that the output signal of LTI (linear time invariant) system is also a wide sense stationary process if the input to it is also a WSSP.
Let a WSS process (mean , autocorrelation , PSD ) be applied to a stable LTI system with impulse response and :
X(t) (WSS) +--------------+ Y(t)
------------->| h(t) , H(f) |------------->
R_X, S_X +--------------+ R_Y, S_Y
1. Mean of output. Expectation and integration can be interchanged:
2. Autocorrelation of output.
because is WSS, its autocorrelation depends only on the time difference . The result depends only on , not on :
3. Mean-square value is finite and constant.
Since the mean is constant and the autocorrelation depends only on , is also wide-sense stationary.
4. Output PSD. Taking the Fourier transform of (, ):
and the output power is . The phase of has no effect on the output PSD.
Example. White noise (, WSS) through an RC low-pass filter, :
depends only on , confirming that the output is WSS; its power is now finite.
✓ Answer checked by Claude Opus 5.5 (high effort)
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