Suppose for input x(t) a linear time-invariant system with impulse response h(t) produces output y(t), so that x(t) * h(t) = y(t). Further, if |x(t)| * |h(t)| = z(t), which of the following statements is true?
Correct Answer :
For all t ∈ (-∞, ∞), z(t) ≥ y(t)
Solution :
The correct option is: For all t ∈ (-∞, ∞), z(t) ≥ y(t)
To understand why this statement is true, let us look at the mathematical definition of convolution for continuous-time signals.
The output of a linear time-invariant (LTI) system with input and impulse response is given by the convolution integral:
Similarly, the signal is defined as the convolution of the absolute values of the input and the impulse response:
Now, we can apply a fundamental property of integrals. For any real-valued or complex-valued functions, the value of an integral is always less than or equal to the integral of its absolute value. This is a continuous version of the triangle inequality:
Using the property of absolute values that , we rewrite the integrand on the right-hand side:
Since the expression on the right-hand side is exactly the definition of , we obtain:
This inequality holds for all values of in the interval . Therefore, we have established that for all .
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