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EEE 6209 Advanced Signal Processing

创建日期：2024-07-18 14:42:36

所属分类：计算机computer science

标签： EEE 6209

Advanced Signal Processing

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EEE 6209

Advanced Signal Processing

The aim of the coursework exercise is to explore and apply transform domain processing for signal denoising. Each of you has been assigned an individual signal. The number of the signal allocated to you can be found in “My Grades” section in MOLE EEE6209 pages. Download the “signals” file from MOLE coursework folder and choose the MAT file (x.mat, where x is your signal number). Also download the noise file (noise.MAT) from MOLE coursework folder. Two variables can be found in the signal MAT file. They are the signal assigned to you and the signal number, n. The noise MAT file contains the noise signal (V) to corrupt the signal assigned to you.

Add noise, V, to your test signal, A, to get the corrupted image, B, as follows:

B= A+ V.

You have to complete 3 tasks:
1. Analyse the original signal A, to understand its time-domain and frequency domain characteristics.
2. Use the Fourier transform-based techniques to remove the noise in signal, B, to recover the original
signal, A.
3. Explore the multi resolution analysis based on the Discrete Cosine Transform (DCT) you learned in
lectures (Topic 02) to remove noise in signal, B, to recover the original signal, A.
You are required to submit a short report (not more than 2000 words in text and not exceeding 6 –A4 pages)
including your findings in above 3 tasks.
For each task you should include the following in your report:

Task 1

Signal analysis task – The number assigned to your signal; Display the plots of original and noisy signals; Frequency domain characteristics of the signal (Hint: Using FFT); Time domain characteristics of the signal (Hint: edge detection using moving difference filter); Identification of signal segments; computation of Peak Signal to noise ratio (PSNR) for the noisy signal and its segments; suggestion for noise removal strategies.

Task 2

Fourier domain noise removal – In this case, you have to assume the noise is spread in all frequencies. You may want to verify this in your report. Noise magnitude in frequency domain may be smaller than that of the useful signal components. With this assumption, you can implement a method to remove noise in the Fourier domain.

For this task you may want to consider the signal segments as in Task 1 as opposed to the overall signal. In your report, explain how you use the Fourier Transform to remove the noise in signal, B, to recover the original signal, A; Plot the recovered signal; If your technique uses any parameter values, for example, threshold values, you need to show the result for several different values of the parameter; Compute the PSNR values for the recovered signal segments for different parameter values; and discuss the performance of the Fourier transform –based noise removal algorithm and the choice of its parameter values.

Task3

Use the 1D N-point DCT on the signal segments to remove the noise, where N can be any integer number. In your report, explain how you use the DCT remove the noise from the signal segments. Explain

how the thresholds are chosen. Include block diagrams of the noise removal algorithm; Plot the recovered signal; If your technique uses any parameter values, for example different values of N or thresholds, you need to show the result for several different values of the parameters; Compute the PSNR values for the recovered signal segments for different parameter values; Discuss the performance of the DCT –based noise removal algorithm and the choice of its parameter values.

Finally provide an overall comparison and discussion on the performance of Fourier –based denoising and DCT denoising.

The marking scheme is as follows:

Textual part:

Task 1 Methodology, results, analysis and discussion 25 marks Task 2 Methodology 15 marks

Task 2 Results, analysis and discussion 15 marks

Task 3 Methodology 15 marks

Task 3 Results, analysis and discussion 15 marks

Overall Conclusions and recommendations 15 marks

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