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Sampling 3cos200πt + 2sin300πt − 3cos500πt

Short answer

Minimum sampling rate is twice the highest frequency 250 Hz, so 500 samples/s. At Fs = 400 Hz, x[n] = 3cos(πn/2) + 2sin(3πn/4) − 3cos(3πn/4), because the 250 Hz term aliases to 150 Hz. Ideal reconstruction gives xr(t) = 3cos200πt + 2sin300πt − 3cos300πt.

Consider an analog signal x(t) = 3cos 200πt + 2sin 300πt − 3cos 500πt. i) Determine the minimum sampling rate required to avoid aliasing. ii) Suppose that the signal is to be sampled at the rate of Fs = 400 Hz. What is the discrete time signal obtained after sampling? iii) Find reconstructed signal xᵣ(t) from sampled signal calculated above in (ii).

Frequencies in x(t)x(t) (ω=2πf\omega = 2\pi f):

Termω\omega (rad/s)ff (Hz)
3cos⁡200πt3\cos200\pi t200π200\pi100
2sin⁡300πt2\sin300\pi t300π300\pi150
−3cos⁡500πt-3\cos500\pi t500π500\pi250

(i) Minimum sampling rate

fm=250f_m = 250 Hz, so

Fs,min⁡=2fm=2×250=500 HzF_{s,\min} = 2f_m = 2\times250 = 500\ \text{Hz}

Answer: 500 samples/s (Nyquist rate).

(ii) Discrete-time signal for Fs=400F_s = 400 Hz

Put t=nT=n/Fs=n/400t = nT = n/F_s = n/400:

x[n]=3cos⁡(200πn400)+2sin⁡(300πn400)−3cos⁡(500πn400)=3cos⁡(πn2)+2sin⁡(3πn4)−3cos⁡(5πn4)\begin{aligned} x[n] &= 3\cos\left(\frac{200\pi n}{400}\right) + 2\sin\left(\frac{300\pi n}{400}\right) - 3\cos\left(\frac{500\pi n}{400}\right) \\ &= 3\cos\left(\frac{\pi n}{2}\right) + 2\sin\left(\frac{3\pi n}{4}\right) - 3\cos\left(\frac{5\pi n}{4}\right) \end{aligned}

The last term has digital frequency 5π/4>π5\pi/4 > \pi, so it is aliased. Since cos⁡(5πn4)=cos⁡(2πn−3πn4)=cos⁡(3πn4)\cos\left(\frac{5\pi n}{4}\right) = \cos\left(2\pi n - \frac{3\pi n}{4}\right) = \cos\left(\frac{3\pi n}{4}\right):

x[n]=3cos⁡(πn2)+2sin⁡(3πn4)−3cos⁡(3πn4)x[n] = 3\cos\left(\frac{\pi n}{2}\right) + 2\sin\left(\frac{3\pi n}{4}\right) - 3\cos\left(\frac{3\pi n}{4}\right)

In normalized frequency: 100400=14\frac{100}{400} = \frac14, 150400=38\frac{150}{400} = \frac38, and 250400=58\frac{250}{400} = \frac58, which aliases to 1−58=381 - \frac58 = \frac38 (i.e. 150 Hz).

(iii) Reconstructed signal

An ideal reconstruction filter passes only ∣f∣≤Fs/2=200|f| \le F_s/2 = 200 Hz, so each digital frequency ω\omega in [0,π][0, \pi] maps back to f=ωFs2πf = \frac{\omega F_s}{2\pi}:

Digital termω\omegaAnalog ff
3cos⁡(πn/2)3\cos(\pi n/2)π/2\pi/2100 Hz
2sin⁡(3πn/4)2\sin(3\pi n/4)3π/43\pi/4150 Hz
−3cos⁡(3πn/4)-3\cos(3\pi n/4)3π/43\pi/4150 Hz
xr(t)=3cos⁡(200πt)+2sin⁡(300πt)−3cos⁡(300πt)x_r(t) = 3\cos(200\pi t) + 2\sin(300\pi t) - 3\cos(300\pi t)

Answer: xr(t)=3cos⁡200πt+2sin⁡300πt−3cos⁡300πtx_r(t) = 3\cos 200\pi t + 2\sin 300\pi t - 3\cos 300\pi t.

Because Fs=400F_s = 400 Hz is below the Nyquist rate (500 Hz), the 250 Hz component has been aliased to 150 Hz, so xr(t)≠x(t)x_r(t) \ne x(t).

✓ Answer checked by Claude Opus 5.5 (high effort)

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