Sturm-Liouville theory
In mathematics and its applications, a Sturm-Liouville problem, named after Charles Francois Sturm (1803-1855) and Joseph Liouville (1809-1882), is a second-order linear differential equation of the form
- (1)
All second-order linear ordinary differential equations can be recast in the form to the left of "=" above by multiplying both sides of the equation by an appropriate "exponential multiplier" (although the same is not true of second-order partial differential equations, or if y is a vector.)
The solutions are eigenfunctions (analogues of eigenvectors) of a Hermitian differential operator in some function space defined by boundary conditions.
Sturm-Liouville theory is important in applied mathematics, where S-L problems occur very commonly, particularly when dealing with linear partial differential equations which are separable.
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2 Example 3 Application to normal modes |
The map
Sturm-Liouville differential operators
can be viewed as a linear operator mapping a function u to another function Lu. We may study this linear operator in the context of functional analysis. If we put w=1 in equation (1), it can be written as
The importance of eigenvalue problems stems from the fact that they may help us to solve the associated inhomogeneous problem
- in the interval (0,1)
- at 0 and 1.
Under some assumptions on L, the map A will be continuous from L2 to the Sobolev space H2 of "twice differentiable" L2 functions (differentiability must be understood in terms of Sobolev spaces.) This is for instance the case if p is in H1, q is in L2, p ≤ c for some negative constant c, and q ≥ 0. However, this is not a necessary condition: there are other L which make A continuous.
Here we use three very important theorems:
If we can find the eigenvectors of L, that is, find the solutions uk of
When implemented on a computer, this is the spectral method.
We wish to find a function u(x) which solves the following Sturm-Liouville problem:
Suppose we are interested in the modes of vibration of a thin membrane, held in a rectangular frame, 0 < x < L1, 0 < y < L2. We know the equation of motion for the vertical membrane's displacement, W(x, y ,t) is given by the wave equation:
Some highly technical details
The key words are not all that important, the only important conclusion is that A has an orthonormal basis of eigenvectors.Useful consequences of the preceding technicalities
along with the eigenvalues λk, we can attempt to solve the problem
Indeed, from the technical property that the eigenvectors form an orthonormal basis and from Fourier series, we see that any solution u and data f can be written as
If we take the liberty of exchanging the summation sign and the operator L (which can be justified in Sobolev spaces) we obtain:
We must use another theorem of Fourier series, which tells us that there is only one way of representing a function as a Fourier series. Hence, we obtain that
That is, given f (or equivalently its Fourier coefficients bk) we may compute the Fourier coefficients ak of u, which is almost as good as computing u directly. Also, as noted above, the coefficients 1/λk converge to zero hence (again by Fourier series) the vector u=∑akuk is well defined as long as f=∑bkuk is well defined.Example
where the unknowns are λ and u(x). As above, we must add boundary conditions, we take for example
Observe that if k is any integer, then the function
is a solution with eigenvalue λ=-k2. We know that the solutions of a S-L problem form an orthogonal basis, and we know from Fourier series that this set of sinusoidal functions is an orthogonal basis. Since orthogonal bases are always maximal (by definition) we conclude that the S-L problem in this case has no other eigenvectors.Application to normal modes
The equation is separable (substituting W = X(x) × Y(y) × T(t)), and the normal mode solutions that have harmonic time dependence and satisfy the boundary conditions W = 0 at x = 0, L1 and y = 0, L2 are given by
where m and n are non-zero integers, Amn is an arbitrary constant and
Since the eigenfunctions Wmn form a basis, an arbitrary initial displacement can be decomposed into a sum of these modes, which each vibrate at their individual frequencies . Infinite sums are also valid, as long they converge.
See also: normal mode.