Math Problem Statement

Answer the question

A discrete-time signal is given as x(n) = 10 cos(0.24πn − π/4). This sequence was obtained by sampling a signal above the Nyquist rate at fs = 1000 samples/sec. Enter the frequency of the principal alias and the frequencies of the next two aliases in ascending order and in Hz.

Solution

To solve this problem, we need to analyze the discrete-time signal given by

x(n)=10cos(0.24πnπ4)x(n) = 10 \cos \left( 0.24 \pi n - \frac{\pi}{4} \right)

and determine the principle alias frequency and the next two alias frequencies after sampling at a rate of fs=1000f_s = 1000 samples/sec. Here’s the step-by-step solution:

Step 1: Determine the Original Frequency

The argument of the cosine function contains a term 0.24πn0.24 \pi n, indicating that the angular frequency ω\omega of the signal is:

ω=0.24π\omega = 0.24 \pi

To convert this angular frequency to a frequency in Hertz (Hz), we can use the formula:

f=ω2πfsf = \frac{\omega}{2\pi} f_s

Plugging in the values:

f=0.24π2π×1000=0.12×1000=120 Hzf = \frac{0.24 \pi}{2 \pi} \times 1000 = 0.12 \times 1000 = 120 \text{ Hz}

So, the original frequency of the signal is 120 Hz.

Step 2: Find Aliased Frequencies

Since the signal is sampled at fs=1000f_s = 1000 samples/sec, aliasing will occur at frequencies that are spaced by multiples of the sampling frequency. The aliases will be at frequencies:

falias=f±kfsf_{\text{alias}} = |f \pm k f_s|

where kk is an integer. We want to find the first three positive aliases in ascending order.

Principal Alias ( k=0k = 0 ):

The principal alias is the original frequency itself: f0=120 Hzf_0 = 120 \text{ Hz}

Second Alias ( k=1k = 1 ):

For k=1k = 1: falias=1201000=880 Hzf_{\text{alias}} = |120 - 1000| = 880 \text{ Hz}

Third Alias ( k=1k = 1 but with positive shift ):

falias=120+1000=1120 Hzf_{\text{alias}} = |120 + 1000| = 1120 \text{ Hz}

However, 1120 Hz exceeds the Nyquist frequency (500 Hz), so we reflect it back into the range [0, 500] by subtracting it from fsf_s: falias=11201000=120 Hzf_{\text{alias}} = |1120 - 1000| = 120 \text{ Hz}

Thus, the third alias does not add a new frequency, as it is the same as the principal alias.

Final Answer

  • Principal alias ( f0f_0 ): 120 Hz
  • Second alias: 880 Hz
  • Third alias: 120 Hz (repeated)

Let me know if you want more details or have questions about aliasing in sampled signals.


Additional Questions:

  1. What is aliasing and why does it occur in sampled signals?
  2. How does the sampling rate affect the frequency components of the sampled signal?
  3. What is the Nyquist frequency and how is it related to aliasing?
  4. How would the aliases change if the sampling rate were lower than 1000 samples/sec?
  5. How can we determine if a signal is under-sampled?

Tip: Always check if your sampled frequency exceeds the Nyquist rate to avoid ambiguity in identifying aliases.

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Math Problem Analysis

Mathematical Concepts

Discrete-time signals
Sampling
Aliasing

Formulas

Frequency in Hz: f = (ω / 2π) * fs
Aliased frequency formula: f_alias = |f ± k * fs|

Theorems

Nyquist theorem

Suitable Grade Level

Undergraduate