Question Details

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?

Options

A

For all t ∈ (-∞, ∞), z(t) ≤ y(t)

B

For some but not all t ∈ (-∞, ∞), z(t) ≤ y(t)

C

For all t ∈ (-∞, ∞), z(t) ≥ y(t)

D

For some but not all t ∈ (-∞, ∞), z(t) ≥ y(t)

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 yt of a linear time-invariant (LTI) system with input xt and impulse response ht is given by the convolution integral:

y t = x t * h t = - x τ h t - τ d τ

Similarly, the signal zt is defined as the convolution of the absolute values of the input and the impulse response:

z t = x t * h t = - x �� h t - τ d τ

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:

y t = - x τ h t - τ d τ - x τ h t - τ d τ

Using the property of absolute values that a·b=a·b, we rewrite the integrand on the right-hand side:

- x τ h t - τ d τ = - x τ h t - τ d τ

Since the expression on the right-hand side is exactly the definition of zt, we obtain:

y t z t

This inequality holds for all values of t in the interval -. Therefore, we have established that ztyt for all t-.

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