Skip to main content

Sampling requirement; Nyquist of product

Short answer

Sampling converts a continuous signal to discrete values at interval T, requiring f_s > 2f_M for perfect reconstruction. The signal (1/2π)cos(100πt)cos(300πt) = (1/(4π))[cos(200πt)+cos(400πt)]; the highest frequency is 200 Hz, so Nyquist rate is 400 Hz.

What do you mean by sampling, state the requirement of sampling frequency? Determine Nyquist rate for x(t) = (1/2π) cos(100πt) cos(300πt)

Sampling and the required sampling frequency

Sampling is the process of converting a continuous-time signal x(t)x(t) into a discrete-time signal x[n]=x(nT)x[n] = x(nT) by taking its values at equally spaced instants t=nTt = nT. TT is the sampling interval and fs=1/Tf_s = 1/T the sampling frequency.

Requirement: for a signal band-limited to fMf_M, the sampling frequency must be more than twice the highest frequency:

fs>2fMf_s > 2 f_M

2fM2f_M is the Nyquist rate. If this holds, x(t)x(t) can be reconstructed exactly from its samples by an ideal low-pass filter; if not, aliasing occurs.

Nyquist rate of x(t)=12πcos⁡(100πt)cos⁡(300πt)x(t) = \frac{1}{2\pi}\cos(100\pi t)\cos(300\pi t)

The product must first be written as a sum, using cos⁡Acos⁡B=12[cos⁡(A−B)+cos⁡(A+B)]\cos A\cos B = \tfrac12[\cos(A-B) + \cos(A+B)]:

x(t)=12π⋅12[cos⁡(300πt−100πt)+cos⁡(300πt+100πt)]=14π[cos⁡(200πt)+cos⁡(400πt)]\begin{aligned} x(t) &= \frac{1}{2\pi}\cdot\frac{1}{2}\big[\cos(300\pi t - 100\pi t) + \cos(300\pi t + 100\pi t)\big] \\ &= \frac{1}{4\pi}\big[\cos(200\pi t) + \cos(400\pi t)\big] \end{aligned}
Termω\omega (rad/s)ff (Hz)
cos⁡(200πt)\cos(200\pi t)200π200\pi100100
cos⁡(400πt)\cos(400\pi t)400π400\pi200200

fM=200f_M = 200 Hz, so

fN=2fM=400 Hzf_N = 2 f_M = 400\ \text{Hz}

Answer: Nyquist rate = 400 Hz (400 samples/s, ωN=800π\omega_N = 800\pi rad/s).

✓ Answer checked by Claude Opus 5.5 (high effort)

All Signals and Systems chapter 4 questions →