Calculate the decrease in overload probability

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In Example 10.6.1 we designed a 60-level two-dimensional quantizer by taking the two-dimensional representation of an 8-level scalar quantizer, removing 12 output points from the 64 output points, and adding 8 points in other locations. Assume the input is Laplacian with zero mean and unit variance, and A = 0.7309.

(a) Calculate the increase in the probability of overload by the removal of the 12 points from the original 64.

(b) Calculate the decrease in overload probability when we added the 8 new points to the remaining 52 points.

Example 10.6.1

Let us design a two-dimensional uniform quantizer by keeping only the output points in the quantizer of Example 10.3.2 that lie on or within the contour of constant probability given by

2378_fd385efb-0ba4-41ff-a4ec-a38cfd683527.png If we count all the points that are retained, we get 60 points. This is close enough to 64 that we can compare it with the eight-level uniform scalar quantizer. If we simulate this quantization scheme with a Laplacian input, and the same step size as the scalar quantizer, that is, A = 0.7309, we get an SNR of 12.22 dB. Comparing this to the 11.44 dB obtained with the scalar quantizer, we see that there is a definite improvement. We can get slightly more improvement in performance if we modify the step size.

Reference no: EM131334109

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