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22-Elec-A3 Signals and Communications · May 2013

Question 4 of 6: Fourier Transforms and Spectra of Two-Sided Exponentials

Nivaar worked solution (AI-drafted; not reviewed by a licensed engineer)

Notes on this paper

Paper format. National Exams, May 2013 — 07-Elec-A3 Signals and Communications. Three hours, closed book; one double-sided aid sheet and an approved calculator are permitted. Six questions are printed and any five constitute a complete paper, all of equal value (20 marks each). All six are solved below, because the set is intended as a study resource rather than an exam script.

Reference texts. B. P. Lathi & Z. Ding, Modern Digital and Analog Communication Systems, 4th ed. (Oxford), Ch. 3–4 for Fourier analysis and amplitude modulation; B. P. Lathi, Linear Systems and Signals, 2nd ed., Ch. 2–7 for convolution, Fourier series and the Fourier transform; A. V. Oppenheim & A. S. Willsky, Signals and Systems, 2nd ed., Ch. 2–4 and Ch. 10 for the discrete-time system material; J. G. Proakis & D. G. Manolakis, Digital Signal Processing, 4th ed., Ch. 3 and Ch. 7 for the z-transform and Direct Form II realisations.

Question 4: Fourier Transforms and Spectra of Two-Sided Exponentials (20 marks)

Question text not reproduced: the examination questions are © Engineers and Geoscientists BC. Open the official past paper (linked at the top of this page) to read the question, then follow the worked solution below.

Given. Two signals built from the two-sided exponential $g(t)=e^{-2|t|}$: (a) the same pulse delayed by 1 s; (b) the same pulse multiplied by $t$. The decay constant is $a=2\ \text{s}^{-1}$ in both cases.

Find. $X(j\omega)$ for each, plus sketches of $x(t)$, $|X(j\omega)|$ and $\arg X(j\omega)$.

Approach. Establish the parent pair $e^{-a|t|}\leftrightarrow\dfrac{2a}{a^{2}+\omega^{2}}$ once, then reach both answers with a single property each: the time-shift property for (a) and the frequency-differentiation property for (b). Neither requires a new integration.

  1. Transform the parent pulse. Splitting the integral at the origin, $$G(j\omega)=\int_{-\infty}^{0}e^{at}e^{-j\omega t}dt+\int_{0}^{\infty}e^{-at}e^{-j\omega t}dt=\frac{1}{a-j\omega}+\frac{1}{a+j\omega}=\frac{2a}{a^{2}+\omega^{2}}.$$ With $a=2$, $G(j\omega)=\dfrac{4}{4+\omega^{2}}$, a real, even, positive Lorentzian with $G(0)=1$ and half-power points at $\omega=\pm2$.
  2. Part (a): apply the time-shift property. $x(t)=g(t-1)$ and $g(t-t_0)\leftrightarrow G(j\omega)e^{-j\omega t_0}$, so $$\boxed{\,X_a(j\omega)=\frac{4}{4+\omega^{2}}\,e^{-j\omega}\,}$$
  3. Read the (a) spectra. The magnitude is unchanged by a delay: $|X_a|=\dfrac{4}{4+\omega^{2}}$, peaking at 1 at DC and falling to $\tfrac12$ at $\omega=\pm2\ \text{rad/s}$. The phase is purely linear, $\arg X_a=-\omega$ radians, whose constant slope $-1\ \text{s}$ is exactly the group delay — the 1 s shift shows up as slope, not as distortion.
  4. Part (b): apply frequency differentiation. From $t\,g(t)\leftrightarrow j\dfrac{dG(j\omega)}{d\omega}$ and $\dfrac{d}{d\omega}\dfrac{4}{4+\omega^{2}}=\dfrac{-8\omega}{(4+\omega^{2})^{2}}$, $$\boxed{\,X_b(j\omega)=-\,j\,\frac{8\omega}{(4+\omega^{2})^{2}}\,}$$ which is purely imaginary and odd — exactly what the transform of a real odd signal must be.
  5. Read the (b) spectra. $|X_b|=\dfrac{8|\omega|}{(4+\omega^{2})^{2}}$ vanishes at DC (the signal has zero area, being odd), rises to a maximum and decays as $\omega^{-3}$. Setting the derivative to zero gives $\omega_{\text{peak}}=\dfrac{a}{\sqrt3}=\dfrac{2}{\sqrt3}=1.1547$ rad/s, where $|X_b|=0.32476$. The phase is a step: $\arg X_b=-\tfrac{\pi}{2}$ for $\omega\gt 0$ and $+\tfrac{\pi}{2}$ for $\omega\lt 0$.
tx(t)11
Part (a): x(t) = exp(-2|t-1|), the two-sided exponential delayed to t = 1.
w (rad/s)|X(jw)|-10-551010.5w = 2 (half power)
Part (a) magnitude spectrum, unaffected by the delay; half-power at w = +/-2 rad/s.
w (rad/s)arg X(jw) (rad)-10-551010-10
Part (a) phase spectrum: the linear phase -w rad, slope -1 s = the group delay.
tx(t)-2-1120.184-0.184
Part (b): x(t) = t exp(-2|t|), an odd signal with extrema at t = +/-1/2.
w (rad/s)|X(jw)|-10-55100.3248w = a/sqrt3 = 1.1547
Part (b) magnitude spectrum: zero at DC, peak 0.32476 at w = 1.1547 rad/s, then w^-3 roll-off.
w (rad/s)arg X(jw) (rad)-10.000-5.0005.00010.0001.571-1.571+pi/2 (w < 0)-pi/2 (w > 0)
Part (b) phase spectrum: a constant -pi/2 for positive w and +pi/2 for negative w, the signature of a purely imaginary, odd transform.
QuantityResult
Parent pair$e^{-a|t|}\leftrightarrow \dfrac{2a}{a^{2}+\omega^{2}}$; $a=2\Rightarrow \dfrac{4}{4+\omega^{2}}$
(a) $X(j\omega)$$\dfrac{4}{4+\omega^{2}}e^{-j\omega}$
(a) magnitude / phase$\dfrac{4}{4+\omega^{2}}$ (peak 1 at DC, half-power $\omega=\pm2$) / $-\omega$ rad
(b) $X(j\omega)$$-j\dfrac{8\omega}{(4+\omega^{2})^{2}}$
(b) magnitude peak$0.32476$ at $\omega=2/\sqrt3=1.1547$ rad/s
(b) phase$-\pi/2$ ($\omega\gt 0$), $+\pi/2$ ($\omega\lt 0$)