Muzaffer Kal
Guest
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 Posted: Wed Nov 19, 2008 9:28 am Post subject: Re: equalizer output issue - eqout.jpg (0/1) |
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On Tue, 18 Nov 2008 23:27:42 -0800, Muzaffer Kal <kal@dspia.com>
wrote:
Here is the image.
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Muzaffer Kal
DSPIA INC.
ASIC/FPGA Design Services
http://www.dspia.com |
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emre
Guest
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| Posted: Wed Nov 19, 2008 9:28 pm Post subject: Re: equalizer output issue - eqout.jpg (0/1) |
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| Quote: | Hi everyone,
I'm working on an LMS adaptive filter which is behaving in somewhat of
an unexpected way. The attached image shows the histogram of the
equalizer output after convergence; my slicer thresholds are at 0.5
and -0.5 (ie anything above 0.5 is sliced to 1, anything below -0.5 is
sliced to -1 and anything in between is sliced to 0; this is a 3 level
code.) Then I use an error generated from this sliced value and the
actual output to adapt the filter.
As one can see the mean of the outputs close to 1 and -1 are not
really 1 and -1 which is what I expected. Also the distributions of
the outputs around 1,-1 are not really symmetric; again something I'd
expect to see. Obviously what I am trying to do is to make the
histogram more coalesced around 1,0,-1 to get a more distance between
decision points.
I know the question is a little vague without a lot more detail but
does anyone have any comments on why this might be happening?
Thanks.
Muzaffer Kal
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Muzaffer,
Two things: (i) Your image is not visible, nor is there a way to post an
image to a post here. Maybe you can post a link to it. (ii) The
distribution of your quantized values depends on the pdf of the input. If
you had an input that is uniformly distributed between [-1.5, 1,5], then
you would get equally likely quantized values of {-1,0,1} using -0.5 and
0.5 as slicing points.
Your question relates to the problem of quantization. If you know the
input pdf and you can define a criterion for the output, such as obtaining
a uniform distribution or minimizing MSE, then you can get adjust the
quantized values and/or slicing points to meet this objective.
Hope this helps,
Emre |
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Guest
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| Posted: Fri Nov 21, 2008 7:16 am Post subject: Re: equalizer output issue - eqout.jpg (0/1) |
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On Wed, 19 Nov 2008 09:28:18 -0600, "emre" <eguven@ece.neu.edu> wrote:
| Quote: | Two things: (i) Your image is not visible, nor is there a way to post an
image to a post here. Maybe you can post a link to it. (ii) The
distribution of your quantized values depends on the pdf of the input. If
you had an input that is uniformly distributed between [-1.5, 1,5], then
you would get equally likely quantized values of {-1,0,1} using -0.5 and
0.5 as slicing points.
Your question relates to the problem of quantization. If you know the
input pdf and you can define a criterion for the output, such as obtaining
a uniform distribution or minimizing MSE, then you can get adjust the
quantized values and/or slicing points to meet this objective.
|
Emre,
Thanks for the reply. Actually it should be possible to attach files
with NNTP but I think my ISP is preventing attachments. Anyway I put
the image at http://www.dspia.com/receiver/eqout.jpg.
As you can see the equalizer output is not centered around 1,1
(although it's centered around zero) and not normally distributed
around 1,-1 (although it mostly is around zero).
The input to the equalizer is coming through a linear frequency
selective channel so I am not sure if the PSD of that signal is
meaningful. The input to the channel is a 3 level signal where the
probability of 1, -1 are 1/4 each and the probability of 0 is 1/2.
I have tried increasing the update error by 2 for 1,-1 sliced cases to
accomodate the lower probability of symbols but it only helped very
little. Any suggestions on how to improve this would be appreciated. |
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