Knowee
Questions
Features
Study Tools

Which of the following statements accurately describes the effect of zero-padding on the frequency resolution of the FFT?Select one:a. Zero-padding has no effect on the frequency resolution.b. Zero-padding decreases the frequency resolution.c. Zero-padding increases the frequency resolution.d. Zero-padding introduces aliasing in the frequency domain.

Question

Which of the following statements accurately describes the effect of zero-padding on the frequency resolution of the FFT?Select one:a. Zero-padding has no effect on the frequency resolution.b. Zero-padding decreases the frequency resolution.c. Zero-padding increases the frequency resolution.d. Zero-padding introduces aliasing in the frequency domain.

🧐 Not the exact question you are looking for?Go ask a question

Solution 1

The correct answer is c. Zero-padding increases the frequency resolution.

Here's a step-by-step explanation:

  1. Zero-padding is a process of adding zeros to the end of a time-domain signal to increase the length of the signal.

  2. The Fast Fourier Transform (FFT) is a method for computing the Discrete Fourier Transform (DFT) of a sequence. The frequency resolution of the FFT is determined by the sampling rate divided by the number of points in the FFT.

  3. When you add zeros to the end of a signal (zero-padding), you are effectively increasing the number of points in the FFT. This results in a smaller spacing between frequency bins, which is interpreted as an increase in frequency resolution.

  4. Therefore, zero-padding increases the frequency resolution of the FFT. It does not introduce aliasing in the frequency domain, nor does it decrease the frequency resolution. It also does not have no effect on the frequency resolution.

This problem has been solved

Solution 2

The correct answer is c. Zero-padding increases the frequency resolution.

Here's why:

  1. The frequency resolution of the FFT (Fast Fourier Transform) is determined by the sampling rate divided by the number of points in the FFT.

  2. Zero-padding is the process of adding zeros to the end of a signal to increase the number of points in the FFT.

  3. By increasing the number of points in the FFT, the denominator in the frequency resolution calculation increases.

  4. As a result, the frequency resolution (which is the ability to distinguish between close frequencies) increases.

  5. Therefore, zero-padding increases the frequency resolution.

It's important to note that while zero-padding increases frequency resolution, it does not add any new information to the signal. It simply interpolates between the existing points.

This problem has been solved

Similar Questions

If DT signal is appended by zeros in time domain what will be the effect in frequency domain?Select one:a. All of the aboveb. As the length of signal increases, the frequency spacing decreases.c. resolution of the spectrum increasesd. approximation error in the representation of the spectrum decreases.

What is the purpose of zero-padding in a CNN?Question 11Answera.To prevent the reduction of spatial dimensionsb.  To regularize the network and prevent overfittingc.  To adjust the learning rate during trainingd.None

Which of the following statements about zero coupon bonds is FALSE? A. When the bonds mature, the issuing firm is faced with a small cash outflow relative to the cash inflow the firm receives when the bonds are initially issued. B. Zero coupon bonds have lower interest rate risk than bonds with high coupons. C. Zero coupon bonds are an extremely popular way for corporations to borrow money. D. Most zero coupon bonds in the U.S. are government issues.

If we take a random sample and get a test statistic of zero, what can we conclude? Which of the following statements are true? Select all true statements

Which of the following statements about regularization techniques is false?Question 9AnswerA.Regularization reduces the effective number of features used by the modelB.Regularization helps to combat overfitting.C.Regularization shrinks the weights of less important features towards zero.D.Regularization increases the model bias

1/1

Upgrade your grade with Knowee

Get personalized homework help. Review tough concepts in more detail, or go deeper into your topic by exploring other relevant questions.