From: Stephen Montgomery-Smith Subject: Re: The transpose of d/dx Date: Sat, 14 Oct 2000 01:44:05 GMT Newsgroups: sci.math Summary: Adjoint of 'derivative' operator Kin Cheong Sou wrote: > > hello everybody, > > Everybody knows what the transpose of a matrix A is, but i am confused by the> analog that the transpose of the operator d/dx = -d/dx. That analog was made while > establishing the equation of equlibrium. I just wonder why this analog is needed. > > kin-cheong sou The definition of transpose is based on inner product. A matrix B is the transpose of A if for all vectors u and v: u.(Aw) = (Bu).w Now an inner product can also be defined for functions: say functions f:R to R such that int_{-infty}^infty |f(x)|^2 dx is finite: f.g = int_{-infty}^infty f(x) g(x) dx Then an operator B will be the transpose of A if f.(Ag) = (Bf).g That the transpose of d/dx is -d/dx follows from integration by parts. -- Stephen Montgomery-Smith stephen@math.missouri.edu http://www.math.missouri.edu/~stephen ============================================================================== From: ullrich@math.okstate.edu (David C. Ullrich) Subject: Re: The transpose of d/dx Date: Sat, 14 Oct 2000 14:22:00 GMT Newsgroups: sci.math On 14 Oct 2000 00:15:52 GMT, kcsou@mit.edu (Kin Cheong Sou) wrote: >hello everybody, > >Everybody knows what the transpose of a matrix A is, but i am confused by the >analog that the transpose of the operator d/dx = -d/dx. Well, this operator does not actually have a _transpose_, because it is not a matrix. But the transpose of a matrix is "the same thing as" the _adjoint_ of a matrix, because = (if is the "dot product".) As Stephen pointed out, if we define the inner product of two functions f and g by = integral(fg) (integral from -infinity to infinity) then (under suitable hypothese) -d/dx is the adjoint of d/dx, because = by integration by parts. > That analog was made while >establishing the equation of equlibrium. I just wonder why this analog is needed. Probably it was not _needed_, it was just there to help you make more sense of something. One reason the fact that the adjoint of d/dx is -d/dx is interesting is this: This means that d/dx commutes with its adjoint. Now, speaking very loosely, this means that d/dx is a "normal" operator, and now the spectral theorem says that it should be in some sense "diagonalizable". And in fact the operator d/dx is diagonalized by the Fourier transform! Say F denotes the Fourier transform operator (so F(f) is the Fourier transform of f). Then (up to constant factors that depend on where the pi's were inserted in the definitions) F(df/dx) (y) = -iy F(f)(y). This says that F . d/dx . F^(-1) = M, where I used "." to denote the composition of two operators, and M is the _multiplication_ operator M(g)(y) = -iy g(y) Why does a multiplication operator correspond to a diagonal matrix? A diagonal matrix _is_ a multiplication operator: Say D is a 2x2 diagonal matrix with d1 and d2 on the diagonal. Then D(x1, x2) = (d1x1, d2x2); D multiplies the coordinates of a vector by d1 and d2. So this is why the Fourier transform comes up in differential equations - things are easier to understand when they are diagonalized, and the Fourier transform diagonalizes d/dx. >kin-cheong sou