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Question

Consider a real baseband signal $x(t) = e^{-2t}$, for $t$ (in seconds) $\ge 0$.
If 99% of energy of $x(t)$ lies within $B\text{ Hz}$, then which of the following options is TRUE for the value of $B$?

The correct answer is
$63/\pi\text{ Hz} < B < 64/\pi\text{ Hz}$

Signal Energy Bandwidth for $x(t) = e^{-2t}$ Signal

The problem requires finding the bandwidth $B$ (in Hz) where 99% of the total energy of the signal $x(t) = e^{-2t}$ (for $t \ge 0$) resides. We assume bandwidth $B$ refers to the frequency range $[-B, B]$.

Calculate Total Signal Energy

The total energy $E_{total}$ of a signal $x(t)$ is calculated as:

$ E_{total} = \int_{-\infty}^{\infty} |x(t)|^2 dt $

For the given signal $x(t) = e^{-2t}$ where $t \ge 0$, this becomes:

$ E_{total} = \int_{0}^{\infty} (e^{-2t})^2 dt = \int_{0}^{\infty} e^{-4t} dt $

Evaluating the integral yields:

$ E_{total} = \left[ -\frac{1}{4} e^{-4t} \right]_{0}^{\infty} = 0 - \left( -\frac{1}{4} \right) = \frac{1}{4} $

Determine Power Spectral Density

The Fourier Transform of $x(t) = e^{-at}u(t)$ is $X(f) = \frac{1}{a+j2\pi f}$. With $a=2$, we have:

$ X(f) = \frac{1}{2+j2\pi f} $

The Power Spectral Density (PSD) is the magnitude squared of the Fourier Transform:

$ |X(f)|^2 = \left| \frac{1}{2+j2\pi f} \right|^2 = \frac{1}{2^2 + (2\pi f)^2} = \frac{1}{4 + 4\pi^2 f^2} $

Calculate Energy within Bandwidth B

The energy $E_B$ within the frequency band $[-B, B]$ is found by integrating the PSD:

$ E_B = \int_{-B}^{B} |X(f)|^2 df = \int_{-B}^{B} \frac{1}{4 + 4\pi^2 f^2} df $

Using the substitution $u = 2\pi f$, $du = 2\pi df$, the integral transforms to:

$ E_B = \frac{1}{2\pi} \int_{-2\pi B}^{2\pi B} \frac{1}{4 + u^2} du = \frac{1}{2\pi} \left[ \frac{1}{2} \arctan\left(\frac{u}{2}\right) \right]_{-2\pi B}^{2\pi B} $

This simplifies to:

$ E_B = \frac{1}{4\pi} \left( \arctan\left(\frac{2\pi B}{2}\right) - \arctan\left(\frac{-2\pi B}{2}\right) \right) = \frac{1}{2\pi} \arctan(\pi B) $

Apply 99% Energy Condition

The condition is that $E_B$ must contain 99% of the total energy:

$ E_B = 0.99 \times E_{total} $

Substituting the expressions for $E_B$ and $E_{total}$:

$ \frac{1}{2\pi} \arctan(\pi B) = 0.99 \times \frac{1}{4} $

Rearranging to solve for $\arctan(\pi B)$:

$ \arctan(\pi B) = \frac{0.99 \pi}{2} $

Solve for Bandwidth B

Taking the tangent of both sides gives:

$ \pi B = \tan\left(\frac{0.99 \pi}{2}\right) $

Since $\frac{0.99 \pi}{2}$ is very close to $\frac{\pi}{2}$, we can approximate $\tan\left(\frac{0.99 \pi}{2}\right)$. Let $\alpha = \frac{0.99 \pi}{2} = \frac{\pi}{2} - \frac{0.01 \pi}{2}$.

Using $\tan(\frac{\pi}{2} - z) = \cot(z)$ and the approximation $\cot(z) \approx 1/z$ for small $z$ (where $z = \frac{0.01 \pi}{2}$):

$ \tan\left(\frac{0.99 \pi}{2}\right) = \cot\left(\frac{0.01 \pi}{2}\right) \approx \frac{1}{\frac{0.01 \pi}{2}} = \frac{2}{0.01 \pi} = \frac{200}{\pi} $

Therefore, $\pi B \approx \frac{200}{\pi}$, which leads to:

$ B \approx \frac{200}{\pi^2} $

Calculating the approximate value:

$ B \approx \frac{200}{(3.14159)^2} \approx 20.26 \text{ Hz} $

Compare with Options

Evaluate the bounds of the relevant options:

  • Option 2: Lower bound $63/\pi \approx 20.06$ Hz. Upper bound $64/\pi \approx 20.37$ Hz.
  • Option 3: Lower bound $126/\pi \approx 40.11$ Hz. Upper bound $128/\pi \approx 40.74$ Hz.

The calculated value $B \approx 20.26$ Hz falls within the range $(20.06 \text{ Hz}, 20.37 \text{ Hz})$.

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Important Questions from Fourier Transform

  1. Match the LIST-I with LIST-II
    LIST-ILIST-II
    A. Continuous and periodic signalI. continuous time Fourier series
    B. Continuous and aperiodic signalII. discrete time Fourier series
    C. Discrete and periodic signalIII. continuous time Fourier transform
    D. Discrete and aperiodic signalIV. discrete time Fourier transform
    Choose the correct answer from the options given below:
  2. The Fourier transform of the signal $x(t)=e^{at}u(-t)$, $a0$ is
  3. The Fourier transform for the given waveform. 

  4. Fourier transform or Fourier integral of a function f(t) is given by

  5. Match the following :

    List - IList - II (spectrum |G(w)| in the original figure) 
    (a) Rectangular Pulse(i)
    (b) Double-sided Exponential(ii)
    (c) Cosine Pulse(iii)
    (d) Damped Sine(iv)

    Codes :

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