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Shannon and negative frequencies

Started by Chris Bore January 13, 2010
In Shannon's paper that sets out the Sampling Theorem:

     http://www.stanford.edu/class/ee104/shannonpaper.pdf

he formally states (using B to represent the Nyquist frequency):

"If a function x(t) contains no frequencies higher than B hertz, it is
completely determined by giving its ordinates at a series of points
spaced 1/(2B) seconds apart."

"A similar result is true if the band does not start at zero frequency
but at some higher value, and can be proved by a linear translation
(corresponding physically to single-sideband modulation) of the zero-
frequency case."

That is, he refers only to nonnegative frequencies.

In the Wikipedia article on Shannon's theorem, the same restriction to
nonnegative frequenceis applies (using Fs as the sampling frequency):

"For a signal X(f) to be band limited, its values X(f) must be zero
for all non-negative f outside the open band of frequencies:

{ (N/2) * Fs, ((N+1)/2) * Fs) }

for some nonnegative integer N."

Can anyone refer me to a place where this result for nonnegative
frequencies is formally extended to the case of negative frequencies
(and so using complex numbers..)?

Thanks,

Chris
============================
Chris Bore
BORES Signal Processing
www.bores.com




On 13 Jan, 18:40, Chris Bore <chris.b...@gmail.com> wrote:
> In Shannon's paper that sets out the Sampling Theorem: > > =A0 =A0 =A0http://www.stanford.edu/class/ee104/shannonpaper.pdf > > he formally states (using B to represent the Nyquist frequency): > > "If a function x(t) contains no frequencies higher than B hertz, it is > completely determined by giving its ordinates at a series of points > spaced 1/(2B) seconds apart." > > "A similar result is true if the band does not start at zero frequency > but at some higher value, and can be proved by a linear translation > (corresponding physically to single-sideband modulation) of the zero- > frequency case." > > That is, he refers only to nonnegative frequencies. > > In the Wikipedia article on Shannon's theorem, the same restriction to > nonnegative frequenceis applies (using Fs as the sampling frequency): > > "For a signal X(f) to be band limited, its values X(f) must be zero > for all non-negative f outside the open band of frequencies: > > { (N/2) * Fs, ((N+1)/2) * Fs) } > > for some nonnegative integer N." > > Can anyone refer me to a place where this result for nonnegative > frequencies is formally extended to the case of negative frequencies > (and so using complex numbers..)?
The Nyquist sampling theorem is only valid for real-valued signals, that is, where H(-w) =3D conj(H(w)). In the case of complex-valued x(t), there is no requirement on the spectrum, so consider some signal with non-zero spectrum constrained to w =3D [0,B]. Using the spectrum wrap-around property when the signal is sampled, it is a simple graphical argument to see that a sampling rate F > B suffices (view with fixed-width font): ^ | __ | / | ------+-------------> ^ __ | __ __ / || / | / | ------+-----+----+- .. -> 0 B 2B w Rune
On Jan 13, 5:51=A0pm, Rune Allnor <all...@tele.ntnu.no> wrote:
> On 13 Jan, 18:40, Chris Bore <chris.b...@gmail.com> wrote: > > > > > > > In Shannon's paper that sets out the Sampling Theorem: > > > =A0 =A0 =A0http://www.stanford.edu/class/ee104/shannonpaper.pdf > > > he formally states (using B to represent the Nyquist frequency): > > > "If a function x(t) contains no frequencies higher than B hertz, it is > > completely determined by giving its ordinates at a series of points > > spaced 1/(2B) seconds apart." > > > "A similar result is true if the band does not start at zero frequency > > but at some higher value, and can be proved by a linear translation > > (corresponding physically to single-sideband modulation) of the zero- > > frequency case." > > > That is, he refers only to nonnegative frequencies. > > > In the Wikipedia article on Shannon's theorem, the same restriction to > > nonnegative frequenceis applies (using Fs as the sampling frequency): > > > "For a signal X(f) to be band limited, its values X(f) must be zero > > for all non-negative f outside the open band of frequencies: > > > { (N/2) * Fs, ((N+1)/2) * Fs) } > > > for some nonnegative integer N." > > > Can anyone refer me to a place where this result for nonnegative > > frequencies is formally extended to the case of negative frequencies > > (and so using complex numbers..)? > > The Nyquist sampling theorem is only valid for real-valued > signals, that is, where H(-w) =3D conj(H(w)). > > In the case of complex-valued x(t), there is no requirement > on the spectrum, so consider some signal with non-zero spectrum > constrained to w =3D [0,B]. Using the spectrum wrap-around > property when the signal is sampled, it is a simple graphical > argument to see that a sampling rate F > B suffices (view > with fixed-width font): > > =A0 =A0 =A0 ^ > =A0 =A0 =A0 | =A0__ > =A0 =A0 =A0 | / =A0| > ------+-------------> > > =A0 =A0 =A0 ^ > =A0 =A0__ | =A0__ =A0 __ > =A0 / =A0|| / =A0| / =A0| > ------+-----+----+- .. -> > =A0 =A0 =A0 0 =A0 =A0 B =A0 =A02B =A0 =A0 w > > Rune- Hide quoted text - > > - Show quoted text -
Thanks. I can see that this is so, but was looking for a formal proof, and preferably one that was commonly cited when referring to sampling of complex-valued signals. I found a useful paper that derives such a proof: http://www.national.com/an/AN/AN-236.pdf but with such an important extension of the theory, I thought there must be a well-known formal reference? Chris =3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D Chris Bore BORES Signal Processing www.bores.com
Chris Bore wrote:
> In Shannon's paper that sets out the Sampling Theorem: > > http://www.stanford.edu/class/ee104/shannonpaper.pdf > > he formally states (using B to represent the Nyquist frequency): > > "If a function x(t) contains no frequencies higher than B hertz, it is > completely determined by giving its ordinates at a series of points > spaced 1/(2B) seconds apart." > > "A similar result is true if the band does not start at zero frequency > but at some higher value, and can be proved by a linear translation > (corresponding physically to single-sideband modulation) of the zero- > frequency case." > > That is, he refers only to nonnegative frequencies. > > In the Wikipedia article on Shannon's theorem, the same restriction to > nonnegative frequenceis applies (using Fs as the sampling frequency): > > "For a signal X(f) to be band limited, its values X(f) must be zero > for all non-negative f outside the open band of frequencies: > > { (N/2) * Fs, ((N+1)/2) * Fs) } > > for some nonnegative integer N." > > Can anyone refer me to a place where this result for nonnegative > frequencies is formally extended to the case of negative frequencies > (and so using complex numbers..)? > > Thanks, > > Chris > ============================ > Chris Bore > BORES Signal Processing > www.bores.com > >
Chris, I would venture to guess that he didn't mean it as literally as you're taking it. I think that the negative frequency content is implied. It was not uncommon to ignore the negative frequencies I think - that is, not refer to them explicitly. But, that's pure conjecture on my part. Then, the translation of bandwidth B would be from fc by fc-B/2. Then all the words work and the "pictures" in my mind work out perfectly. Fred
On Jan 13, 12:40&#4294967295;pm, Chris Bore <chris.b...@gmail.com> wrote:
> In Shannon's paper that sets out the Sampling Theorem: > > &#4294967295; &#4294967295; &#4294967295;http://www.stanford.edu/class/ee104/shannonpaper.pdf > > he formally states (using B to represent the Nyquist frequency): > > "If a function x(t) contains no frequencies higher than B hertz, it is > completely determined by giving its ordinates at a series of points > spaced 1/(2B) seconds apart."
Although there is no explicit mention of negative frequencies, the proof involves integrating the fourier integral over the frequency interval [-B,+B].
> "A similar result is true if the band does not start at zero frequency > but at some higher value, and can be proved by a linear translation > (corresponding physically to single-sideband modulation) of the zero- > frequency case." > > That is, he refers only to nonnegative frequencies. > > In the Wikipedia article on Shannon's theorem, the same restriction to > nonnegative frequenceis applies (using Fs as the sampling frequency): > > "For a signal X(f) to be band limited, its values X(f) must be zero > for all non-negative f outside the open band of frequencies: > > { (N/2) * Fs, ((N+1)/2) * Fs) } > > for some nonnegative integer N." > > Can anyone refer me to a place where this result for nonnegative > frequencies is formally extended to the case of negative frequencies > (and so using complex numbers..)?
It can be inferred from the following sentence: Other generalizations, for example to signals occupying multiple non-contiguous bands, are possible as well. Hope this helps. Greg