Question
Download Solution PDFAn LTI system has a wide-sense stationary (WSS) input signal with zero mean. Its output is:
Answer (Detailed Solution Below)
Detailed Solution
Download Solution PDFAnalysis:
The output of filter is Y(t) = h(t) * X(t), where h(t) is impulse response of the filter. Let the output mean be μy.
μy = E[Y(t)] = E[h(t) * X(t)]
\( {{\rm{μ }}_{\rm{Y}}} = {\rm{E}}\left[ {\mathop \smallint \limits_{ - \infty }^\infty {\rm{h}}\left( {\rm{\tau }} \right){\rm{X}}\left( {{\rm{t}} - {\rm{\tau }}} \right){\rm{d\tau }}} \right]\)
\({{\rm{μ }}_{\rm{Y}}} = \mathop \smallint \limits_{ - \infty }^\infty {\rm{h}}\left( {\rm{\tau }} \right) \cdot {\rm{E}}\left[ {{\rm{X}}\left( {{\rm{t}} - {\rm{\tau }}} \right)} \right]{\rm{d\tau }} \)
Now, if X(t) is WSS, a shift in time does not affect its mean, i.e.
\({\rm{E}}\left[ {{\rm{X}}\left( {\rm{t}} \right)} \right] = {\rm{E}}\left[ {{\rm{X}}\left( {{\rm{t}} - {\rm{\tau }}} \right)} \right] = {{\rm{μ }}_{\rm{X}}}\) .
\({\rm{E}}\left[ {{\rm{Y}}\left( {\rm{t}} \right)} \right] = \mathop \smallint \limits_{ - \infty }^\infty {\rm{h}}\left( {\rm{\tau }} \right){{\rm{μ }}_{\rm{X}}}{\rm{d\tau }} \)
\(= {{\rm{μ }}_{\rm{X}}}\mathop \smallint \limits_{ - \infty }^\infty {\rm{h}}\left( {\rm{\tau }} \right){\rm{d\tau }}\)
\(\because {\mathop \smallint \limits_{ - \infty }^\infty {\rm{h}}\left( {\rm{\tau }} \right){\rm{d\tau }} = {\rm{H}}\left( 0 \right)}\)
\({{\rm{μ }}_{\rm{Y}}} = {{\rm{μ }}_{\rm{X}}} \cdot {\rm{H}}\left( 0 \right)\)
Since H(0) will be some constant, we conclude that the output will also have the same nature as the input signal, i.e. WSS and zero mean.
Last updated on Jul 2, 2025
-> ESE Mains 2025 exam date has been released. As per the schedule, UPSC IES Mains exam 2025 will be conducted on August 10.
-> UPSC ESE result 2025 has been released. Candidates can download the ESE prelims result PDF from here.
-> UPSC ESE admit card 2025 for the prelims exam has been released.
-> The UPSC IES Prelims 2025 will be held on 8th June 2025.
-> The selection process includes a Prelims and a Mains Examination, followed by a Personality Test/Interview.
-> Candidates should attempt the UPSC IES mock tests to increase their efficiency. The UPSC IES previous year papers can be downloaded here.