From: Randy Yates on 31 May 2010 00:16 "cfy30" <cfy30(a)n_o_s_p_a_m.yahoo.com> writes: > If x = cos(omega*t) and y = sin(omega*t). x and y are orthogonal but it > seems to me they are correlated because their difference is only 90degree! > What is not right? Hi cfy30, Good question! Keep in mind there are (at least) two definitions of orthogonal: a probabilistic one, E[XY] = 0, [garcia] and a "functional" one: \int_{A}^{B} f(t) g(t) dt = 0. [spiegel] So as a start to answer your question, ask yourself which definition you're using. --Randy @book{garcia, title = "Probability and Random Processes for Electrical Engineering", author = "{Alberto~Leon-Garcia}", publisher = "Addison-Wesley", year = "1989"} @BOOK{spiegel, title = "{Applied Differential Equations}", author = "{Murray~R.~Spiegel}", publisher = "Prentice Hall", edition = "third", year = "1981"} > > > cfy30 > >>cfy30 wrote: >>> Hi, >>> >>> If x and y and orthogonal, is it true that corr(x,y)=0? How can this be >>> proved? >>> >>> >>> cfy30 >> >>Definitionally: >> >>http://www-mobile.ecs.soton.ac.uk/bjc97r/pnseq/node5.html >> >>"Orthogonal codes have zero cross-correlation." >> >>http://www.thefreedictionary.com/orthogonal >>... >>"b. (of a pair of functions) having a defined product equal to zero" >> >>-- >>Les Cargill >> >> -- Randy Yates % "Bird, on the wing, Digital Signal Labs % goes floating by mailto://yates(a)ieee.org % but there's a teardrop in his eye..." http://www.digitalsignallabs.com % 'One Summer Dream', *Face The Music*, ELO
From: dvsarwate on 31 May 2010 08:41 On May 30, 11:16 pm, Randy Yates <ya...(a)ieee.org> wrote: > Keep in mind there are (at least) two definitions of orthogonal: a > probabilistic one, > > E[XY] = 0, [garcia] > > and a "functional" one: > > \int_{A}^{B} f(t) g(t) dt = 0. [spiegel] > > So as a start to answer your question, ask yourself which definition > you're using. and there are at least three definitions of uncorrelated: For random variables X and Y, E[XY} must equal E[X]E[Y] while for signals, some say x(t) and y(t) are uncorrelated if \int_{-oo}^{oo} x(t) y(t) dt = 0 or more precisely, lim_{T --> oo} (1/T) \int_{-T}^{T} x(t) y(t) dt = 0 and others insist on the stronger condition that \int_{-oo}^{oo} x(t) y(t + tau) dt = 0 for all choices of tau. Note that the stronger condition implies that X(f)Y(f) = 0, that is, the two signals occupy non-overlapping frequency bands. Thus, sin(wt) and cos(wt) are correlated in this sense, but sinusoids at two different frequencies are not. Just another contribution to the confusion.... --Dilip Sarwate
From: Rune Allnor on 31 May 2010 11:16 On 31 Mai, 14:41, dvsarwate <dvsarw...(a)gmail.com> wrote: > and others insist on the stronger condition that > > \int_{-oo}^{oo} x(t) y(t + tau) dt = 0 for all choices of tau. > > Note that the stronger condition implies that X(f)Y(f) = 0, > that is, the two signals occupy non-overlapping frequency > bands. Thus, sin(wt) and cos(wt) are correlated in this > sense, but sinusoids at two different frequencies are not. I know of the two first definitions, but I can't remember to have seen this last one before. In what contexts does this definition / claim / requirement occur? Rune
From: Steve Pope on 31 May 2010 13:08 dvsarwate <dvsarwate(a)gmail.com> wrote: >and there are at least three definitions of uncorrelated: > >For random variables X and Y, E[XY} must equal E[X]E[Y] > >while for signals, some say x(t) and y(t) are uncorrelated if >\int_{-oo}^{oo} x(t) y(t) dt = 0 or more precisely, > >lim_{T --> oo} (1/T) \int_{-T}^{T} x(t) y(t) dt = 0 > >and others insist on the stronger condition that > >\int_{-oo}^{oo} x(t) y(t + tau) dt = 0 for all choices of tau. > >Note that the stronger condition implies that X(f)Y(f) = 0, >that is, the two signals occupy non-overlapping frequency >bands. Thus, sin(wt) and cos(wt) are correlated in this >sense, but sinusoids at two different frequencies are not. >Just another contribution to the confusion.... Thanks for posting this, because it may relate to a question I have often heard argued: in 2-MSK, are the two tones orthogonal or not? (Actually it may not quite hit that case, but it's similar.) Steve
From: glen herrmannsfeldt on 31 May 2010 13:34 dvsarwate <dvsarwate(a)gmail.com> wrote: (snip) > Note that the stronger condition implies that X(f)Y(f) = 0, > that is, the two signals occupy non-overlapping frequency > bands. Thus, sin(wt) and cos(wt) are correlated in this > sense, but sinusoids at two different frequencies are not. I don't know about correlation, but for coherence sin(wt) and cos(wt) should be coherent. At different frequencies, the coherence time or length depends on the frequency difference. -- glen
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