Past exam of the mathematics course of the year 2 of the natural sciences course of the University of Cambridge 2003 Paper 1 10 Solution Created 2026-10-18 Updated 2026-10-20
Choose homogeneous Dirichlet boundary conditions, , and nonzero admissible functions with finite and positive . Variations obey the same zero endpoint values. At a stationary Rayleigh quotient, set . ThenThe boundary term vanishes, and the fundamental lemma of the calculus of variations gives the Sturm-Liouville equation . Thus stationary functions are eigenfunctions. Conversely, multiply that equation by and integrate by parts to obtain ; its first variation then vanishes by the same calculation. This proves that stationary values are the corresponding eigenvalues. Homogeneous Neumann boundary conditions also make the displayed boundary terms vanish; general Robin boundary conditions can require a boundary contribution to the quadratic form.
For , , on , the polynomial trial function satisfies the endpoint conditions. Its Rayleigh quotient usesso the polynomial estimate is . The trigonometric trial function givesand hence . Both are upper bounds on the lowest eigenvalue, by the Rayleigh-Ritz method; neither trial is an exact eigenfunction, so the inequalities are strict.
Their closeness has a useful explanation beyond their similar single-arch shapes. Both trial functions are symmetric under , forcing . The reflection-symmetric trials for a linearly weighted Rayleigh quotient therefore reduce this problem to a constant multiple of the ordinary Dirichlet energy quotient. The sine is the best trial within this symmetric class, and the polynomial's value is only a factor larger. The unrestricted lowest eigenfunction can be asymmetric because the weight is asymmetric.
For a nonzero trial function with and , substituting for proves . This gives the displayed Rayleigh quotient. The Poincaré inequality on an interval bounds it below by , with equality for a nonzero multiple of . Thus this sine is the best reflection-symmetric trial for , while the unrestricted lowest eigenfunction need not be reflection-symmetric. The polynomial gives , only a factor above the sine's value. Both are upper bounds on the unrestricted lowest eigenvalue by the Rayleigh-Ritz method.
Variational principle 2026-10-20
A variational principle specifies a function, path or field by requiring a functional to be stationary under an allowed class of variations. The admissible class includes the prescribed boundary conditions and constraints. A stationary value need not be a minimum: the Euler-Lagrange equation expresses the first-order stationarity condition, while a minimum requires additional analysis. Fermat principle applies this idea to optical path length, and the Rayleigh-Ritz method approximates a variational problem in a chosen family of trial functions.