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− | == Solution to Q4 of Week 13 Quiz Pool == | + | |
+ | == Solution to Q4 of Week 13 Quiz Pool == | ||
+ | |||
---- | ---- | ||
− | a. y[m,n] = h[m,n] ** x[m,n] | + | a. y[m,n] = h[m,n] ** x[m,n] |
− | Using definition of convolution, <br | + | Using definition of convolution, <br> <math>\begin{align} |
− | <math> | + | |
− | \begin{align} | + | |
y[m,n] &= \sum_{k=-1}^{1} \sum_{l=-1}^{1} h[k,l] x[m-k,n-l] \\ | y[m,n] &= \sum_{k=-1}^{1} \sum_{l=-1}^{1} h[k,l] x[m-k,n-l] \\ | ||
− | \end{align} | + | \end{align}</math> |
− | </math> | + | |
− | Expanding, <br | + | Expanding, <br> y[m,n] = h[-1,-1] x[m+1,n+1] + h[-1,0] x[m+1,n] + h[-1,1] x[m+1,n-1] + h[0,-1] x[m,n+1] + h[0,0] x[m,n] + h[0,1] x[m,n-1] + h[1,-1] x[m-1,n+1] + h[1,0] x[m-1,n] + h[1,1] x[m-1,n-1] |
− | y[m,n] = h[-1,-1] x[m+1,n+1] + h[-1,0] x[m+1,n] + h[-1,1] x[m+1,n-1] + h[0,-1] x[m,n+1] + h[0,0] x[m,n] + h[0,1] x[m,n-1] + h[1,-1] x[m-1,n+1] + h[1,0] x[m-1,n] + h[1,1] x[m-1,n-1] | + | |
− | Sub values of h[m,n] from table, zero terms go away,<br | + | Sub values of h[m,n] from table, zero terms go away,<br> |
− | y[m,n] = h[-1,-1] x[m+1,n+1] + h[-1,1] x[m+1,n-1] + h[0,0] x[m,n] + h[1,-1] x[m-1,n+1] + h[1,1] x[m-1,n-1] | + | y[m,n] = h[-1,-1] x[m+1,n+1] + h[-1,1] x[m+1,n-1] + h[0,0] x[m,n] + h[1,-1] x[m-1,n+1] + h[1,1] x[m-1,n-1] y[m,n] = 0.5 x[m+1,n+1] - 0.5 x[m+1,n-1] + x[m,n] - 0.5 x[m-1,n+1] + 0.5 x[m-1,n-1] |
− | y[m,n] = 0.5 x[m+1,n+1] - 0.5 x[m+1,n-1] + x[m,n] - 0.5 x[m-1,n+1] + 0.5 x[m-1,n-1] | + | |
− | b. | + | b. We can rewrite h[m,n] as |
+ | {| width="20%" cellspacing="2" cellpadding="2" border="1" class="wikitable" style="text-align: center;" | ||
+ | |+ m | ||
+ | |- | ||
+ | ! n | ||
+ | ! -1 | ||
+ | ! 0 | ||
+ | ! 1 | ||
+ | |- | ||
+ | ! -1 | ||
+ | | 0.5 | ||
+ | | 0 | ||
+ | | -0.5 | ||
+ | |- | ||
+ | ! 0 | ||
+ | | 0 | ||
+ | | 1 | ||
+ | | 0 | ||
+ | |- | ||
+ | ! 1 | ||
+ | | -0.5 | ||
+ | | 0 | ||
+ | | 0.5 | ||
+ | |} | ||
+ | |||
+ | We compute the output: <br> y[m,n] = 0.5 x[m+1,n+1] - 0.5 x[m+1,n-1] + x[m,n] - 0.5 x[m-1,n+1] + 0.5 x[m-1,n-1] <br> by considering 3X3 portions of x[m,n], where the element at m,n corresponds to 0,0 in h[m,n], so we would look at neighboring elements (if they exist) and multiply with corresponding neighbors in h[m,n] and then sum them to form y[m,n]. | ||
+ | |||
+ | Example - (Indexed starting from 0) y[3,3] = 0.5 x[4,4] - 0.5 x[4,2] + x[3,3] - 0.5 x[2,4] + 0.5 x[2,2] x[2,2] = 0 x[2,4] = 1 x[3,3] = 1 x[4,2] = 1 x[4,4] = 1 so y[3,3] = 0.5 - 0.5 + 1 - 0.5 + 0 = 0.5 | ||
+ | |||
+ | Similarly calculating values sequentially, results in y[m,n] - <br> | ||
+ | |||
+ | {| width="50%" cellspacing="3" cellpadding="2" border="1" | ||
+ | |- | ||
+ | | 0 | ||
+ | | 0 | ||
+ | | 0 | ||
+ | | 0 | ||
+ | | 0.5 | ||
+ | | 0 | ||
+ | | -0.5 | ||
+ | | 0 | ||
+ | | 0 | ||
+ | | 0 | ||
+ | | 0 | ||
+ | |- | ||
+ | | 0 | ||
+ | | 0 | ||
+ | | 0 | ||
+ | | 0.5 | ||
+ | | 0.5 | ||
+ | | 1 | ||
+ | | -0.5 | ||
+ | | -0.5 | ||
+ | | 0 | ||
+ | | 0 | ||
+ | | 0 | ||
+ | |- | ||
+ | | 0 | ||
+ | | 0 | ||
+ | | 0.5 | ||
+ | | 0.5 | ||
+ | | 0.5 | ||
+ | | 1 | ||
+ | | 1.5 | ||
+ | | -0.5 | ||
+ | | -0.5 | ||
+ | | 0 | ||
+ | | 0 | ||
+ | |- | ||
+ | | 0 | ||
+ | | 0.5 | ||
+ | | 0.5 | ||
+ | | 0.5 | ||
+ | | 0.5 | ||
+ | | 1 | ||
+ | | 1.5 | ||
+ | | 1.5 | ||
+ | | -0.5 | ||
+ | | -0.5 | ||
+ | | 0 | ||
+ | |- | ||
+ | | 0.5 | ||
+ | | 0.5 | ||
+ | | 0.5 | ||
+ | | 0.5 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1.5 | ||
+ | | 1.5 | ||
+ | | -0.5 | ||
+ | | -0.5 | ||
+ | |- | ||
+ | | 0.5 | ||
+ | | 1 | ||
+ | | 0.5 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1.5 | ||
+ | | 1 | ||
+ | | -0.5 | ||
+ | |- | ||
+ | | 0 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 0 | ||
+ | |- | ||
+ | | 0 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 0 | ||
+ | |- | ||
+ | | 0 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 0 | ||
+ | |- | ||
+ | | -0.5 | ||
+ | | 0.5 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1 | ||
+ | | 1.5 | ||
+ | | 0.5 | ||
+ | |- | ||
+ | | -0.5 | ||
+ | | -0.5 | ||
+ | | 0 | ||
+ | | 0 | ||
+ | | 0 | ||
+ | | 0 | ||
+ | | 0 | ||
+ | | 0 | ||
+ | | 0 | ||
+ | | 0.5 | ||
+ | | 0.5 | ||
+ | |} | ||
+ | |||
+ | c. | ||
---- | ---- | ||
− | |||
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+ | |||
+ | Back to [[ECE438 Lab Fall 2010|ECE 438 Fall 2010 Lab Wiki Page]] | ||
+ | |||
+ | Back to [[2010 Fall ECE 438 Boutin|ECE 438 Fall 2010]] | ||
− | + | [[Category:2010_Fall_ECE_438_Boutin]] |
Revision as of 15:22, 17 November 2010
Solution to Q4 of Week 13 Quiz Pool
a. y[m,n] = h[m,n] ** x[m,n]
Using definition of convolution,
$ \begin{align} y[m,n] &= \sum_{k=-1}^{1} \sum_{l=-1}^{1} h[k,l] x[m-k,n-l] \\ \end{align} $
Expanding,
y[m,n] = h[-1,-1] x[m+1,n+1] + h[-1,0] x[m+1,n] + h[-1,1] x[m+1,n-1] + h[0,-1] x[m,n+1] + h[0,0] x[m,n] + h[0,1] x[m,n-1] + h[1,-1] x[m-1,n+1] + h[1,0] x[m-1,n] + h[1,1] x[m-1,n-1]
Sub values of h[m,n] from table, zero terms go away,
y[m,n] = h[-1,-1] x[m+1,n+1] + h[-1,1] x[m+1,n-1] + h[0,0] x[m,n] + h[1,-1] x[m-1,n+1] + h[1,1] x[m-1,n-1] y[m,n] = 0.5 x[m+1,n+1] - 0.5 x[m+1,n-1] + x[m,n] - 0.5 x[m-1,n+1] + 0.5 x[m-1,n-1]
b. We can rewrite h[m,n] as
n | -1 | 0 | 1 |
---|---|---|---|
-1 | 0.5 | 0 | -0.5 |
0 | 0 | 1 | 0 |
1 | -0.5 | 0 | 0.5 |
We compute the output:
y[m,n] = 0.5 x[m+1,n+1] - 0.5 x[m+1,n-1] + x[m,n] - 0.5 x[m-1,n+1] + 0.5 x[m-1,n-1]
by considering 3X3 portions of x[m,n], where the element at m,n corresponds to 0,0 in h[m,n], so we would look at neighboring elements (if they exist) and multiply with corresponding neighbors in h[m,n] and then sum them to form y[m,n].
Example - (Indexed starting from 0) y[3,3] = 0.5 x[4,4] - 0.5 x[4,2] + x[3,3] - 0.5 x[2,4] + 0.5 x[2,2] x[2,2] = 0 x[2,4] = 1 x[3,3] = 1 x[4,2] = 1 x[4,4] = 1 so y[3,3] = 0.5 - 0.5 + 1 - 0.5 + 0 = 0.5
Similarly calculating values sequentially, results in y[m,n] -
0 | 0 | 0 | 0 | 0.5 | 0 | -0.5 | 0 | 0 | 0 | 0 |
0 | 0 | 0 | 0.5 | 0.5 | 1 | -0.5 | -0.5 | 0 | 0 | 0 |
0 | 0 | 0.5 | 0.5 | 0.5 | 1 | 1.5 | -0.5 | -0.5 | 0 | 0 |
0 | 0.5 | 0.5 | 0.5 | 0.5 | 1 | 1.5 | 1.5 | -0.5 | -0.5 | 0 |
0.5 | 0.5 | 0.5 | 0.5 | 1 | 1 | 1 | 1.5 | 1.5 | -0.5 | -0.5 |
0.5 | 1 | 0.5 | 1 | 1 | 1 | 1 | 1 | 1.5 | 1 | -0.5 |
0 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 |
0 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 |
0 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 |
-0.5 | 0.5 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1.5 | 0.5 |
-0.5 | -0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0.5 |
c.
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