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Discussion Groups | Comp.DSP | Interpreting noise

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Interpreting noise - 2006-02-23 14:50:00

How do I know the difference between a signal which is decreasing in
power as frequency increases because of its characteristic distribution
(e.g., pink noise, brown noise), and a signal which is decreasing in
power as frequency increases because it's band limited (e.g., white
noise with a continuous falloff)?
Thanks,

Trevor

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Re: Interpreting noise - Tim Wescott - 2006-02-23 15:13:00



g...@gmail.com wrote:
> How do I know the difference between a signal which is decreasing in
> power as frequency increases because of its characteristic distribution
> (e.g., pink noise, brown noise), and a signal which is decreasing in
> power as frequency increases because it's band limited (e.g., white
> noise with a continuous falloff)?
> Thanks,
> 
> Trevor
> 
Brown noise?  That's a new one.

If you take white noise and shape it with a 3dB/octave roll-off filter 
then it'll be pink noise.

If it's falling off at 6dB/octave then it's a more 'normal' bandlimited 
process.

Assuming (nice word, that) that you can get good data and a good 
spectrum, look at the slope of the rolloff.

-- 

Tim Wescott
Wescott Design Services
http://www.wescottdesign.com

Posting from Google?  See http://cfaj.freeshell.org/google/
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Re: Interpreting noise - Oli Filth - 2006-02-23 15:39:00

Tim Wescott said the following on 23/02/2006 20:13:
> g...@gmail.com wrote:
>> How do I know the difference between a signal which is decreasing in
>> power as frequency increases because of its characteristic distribution
>> (e.g., pink noise, brown noise), and a signal which is decreasing in
>> power as frequency increases because it's band limited (e.g., white
>> noise with a continuous falloff)?
>>
> Brown noise?  That's a new one.

Brown noise = Brownian noise, i.e. 1/f^2 spectrum, or 20 dB/dec, or 6 
dB/oct.


In answer to the OP's question, I don't think there's a lot you can do 
to identify the difference. Whether the spectral response of the 
received signal is due to band-limiting or due to the inherent noise 
process, they're exactly equivalent.  Pink and brown noise can be 
created by low-pass-filtering white noise appropriately, which is 
exactly equivalent to (appropriate) band-limiting.


-- 
Oli
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Re: Interpreting noise - john - 2006-02-23 17:23:00

Oli Filth wrote:
> Tim Wescott said the following on 23/02/2006 20:13:
> > g...@gmail.com wrote:
> >> How do I know the difference between a signal which is decreasing in
> >> power as frequency increases because of its characteristic distribution
> >> (e.g., pink noise, brown noise), and a signal which is decreasing in
> >> power as frequency increases because it's band limited (e.g., white
> >> noise with a continuous falloff)?
> >>
> > Brown noise?  That's a new one.
>
> Brown noise = Brownian noise, i.e. 1/f^2 spectrum, or 20 dB/dec, or 6
> dB/oct.
>
>
> In answer to the OP's question, I don't think there's a lot you can do
> to identify the difference. Whether the spectral response of the
> received signal is due to band-limiting or due to the inherent noise
> process, they're exactly equivalent.  Pink and brown noise can be
> created by low-pass-filtering white noise appropriately, which is
> exactly equivalent to (appropriate) band-limiting.
>
>
> --
> Oli

I wonder if a histogram would offer a clue. Is it true that if noise
has the same PSD, that it also has the same PDF? It has just been too
long since college for me to remember this stuff.

John

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Re: Interpreting noise - Jerry Avins - 2006-02-23 17:28:00

Tim Wescott wrote:

> Brown noise?  That's a new one.

Brown noise follows the statistics of a random walk (Think Brownian 
motion). 1/f^2

Jerry
-- 
Engineering is the art of making what you want from things you can get.
¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯
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Re: Interpreting noise - Tim Wescott - 2006-02-23 17:40:00

john wrote:

> Oli Filth wrote:
> 
>>Tim Wescott said the following on 23/02/2006 20:13:
>>
>>>g...@gmail.com wrote:
>>>
>>>>How do I know the difference between a signal which is decreasing in
>>>>power as frequency increases because of its characteristic distribution
>>>>(e.g., pink noise, brown noise), and a signal which is decreasing in
>>>>power as frequency increases because it's band limited (e.g., white
>>>>noise with a continuous falloff)?
>>>>
>>>
>>>Brown noise?  That's a new one.
>>
>>Brown noise = Brownian noise, i.e. 1/f^2 spectrum, or 20 dB/dec, or 6
>>dB/oct.
>>
>>
>>In answer to the OP's question, I don't think there's a lot you can do
>>to identify the difference. Whether the spectral response of the
>>received signal is due to band-limiting or due to the inherent noise
>>process, they're exactly equivalent.  Pink and brown noise can be
>>created by low-pass-filtering white noise appropriately, which is
>>exactly equivalent to (appropriate) band-limiting.
>>
>>
>>--
>>Oli
> 
> 
> I wonder if a histogram would offer a clue. Is it true that if noise
> has the same PSD, that it also has the same PDF? It has just been too
> long since college for me to remember this stuff.
> 
> John
> 
Nope, although most noise process tend toward Gaussian with averaging.

-- 

Tim Wescott
Wescott Design Services
http://www.wescottdesign.com

Posting from Google?  See http://cfaj.freeshell.org/google/
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Re: Interpreting noise - robert bristow-johnson - 2006-02-23 21:50:00

Jerry Avins wrote:
> Tim Wescott wrote:
>
> > Brown noise?  That's a new one.
>
> Brown noise follows the statistics of a random walk (Think Brownian
> motion). 1/f^2

sometimes it's called "Red noise".

http://en.wikipedia.org/wiki/Colors_of_noise

personally, i think "red noise" is less scatolgical and positions pink
noise nicely as halfway between red and white noise.  if the -3 db/oct
were called "ochre noise" or "tan noise", then "brown noise" would
be
appropriate for -6 dB/oct.

r b-j

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Re: Interpreting noise - Jerry Avins - 2006-02-23 22:57:00

robert bristow-johnson wrote:
> Jerry Avins wrote:
> 
>>Tim Wescott wrote:
>>
>>
>>>Brown noise?  That's a new one.
>>
>>Brown noise follows the statistics of a random walk (Think Brownian
>>motion). 1/f^2
> 
> 
> sometimes it's called "Red noise".
> 
> http://en.wikipedia.org/wiki/Colors_of_noise
> 
> personally, i think "red noise" is less scatolgical and positions pink
> noise nicely as halfway between red and white noise.  if the -3 db/oct
> were called "ochre noise" or "tan noise", then "brown noise"
would be
> appropriate for -6 dB/oct.

Brown noise is not named after a color. It is named in honor of a person 
(whose name happens to be Brown). 
http://en.wikipedia.org/wiki/Brownian_motion

Strangers meet and introduce themselves. The first says that he has a 
very hard name; the second says that he's sure his name is harder. The 
first is sure he takes the cake: "My name is Stone. Not much harder than 
that." The second says, "Whatever your name may be, my name is Harder."

Odd things happen when words become names. Apropos brown: on the UPS 
website: "UPS, the UPS brandmark and the color brown are registered
trademarks of United Parcel Service of America, Inc. All rights
reserved." Software patents are tame by comparison.

Jerry
-- 
Engineering is the art of making what you want from things you can get.
¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯
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Re: Interpreting noise - Martin Eisenberg - 2006-02-24 04:21:00

Jerry Avins wrote:

> Odd things happen when words become names. Apropos brown: on the
> UPS website: "UPS, the UPS brandmark and the color brown are
> registered trademarks of United Parcel Service of America, Inc.
> All rights reserved." Software patents are tame by comparison.

The German Telekom tried to have the CMYK Magenta characteristic for 
their ads protected some time ago but were denied, as far as I know.


Martin

-- 
Quidquid latine scriptum sit, altum viditur.
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Re: Interpreting noise - 2006-02-24 16:36:00

Thanks for all the help guys - my intuition was that the two were
indistinguishable, but I don't have a lot of experience in this area.

-Trevor

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