Past exam of the mathematics course of the University of Cambridge 2006 iii Paper 68 4 a Solution Created 2026-10-03 Updated 2026-10-14
Take . The Airy equation is . To discuss positivity of this linear operator, use its homogeneous variation domain . Integration by parts givesThe boundary term is zero at both ends. The same calculation with two different functions proves that the associated form is a symmetric bilinear form. Positivity here concerns the homogeneous domain; the condition instead defines an affine set of admissible solutions.
For the variational problem defineand minimizeThe Sobolev trace at zero is meaningful in . No derivative boundary value is imposed on this trial space: the Neumann boundary condition will emerge naturally. For , Cauchy-Schwarz inequality and integration giveso . Thus is a bounded, symmetric, coercive bilinear form on the Hilbert space . The Lax-Milgram theorem says that a bounded coercive bilinear form and a bounded linear functional determine a unique weak solution. Apply it toand set . This is precisely the first variation condition for .
Compactly supported test functions first yield in the sense of distributional derivatives. Since , the solution is in . Integration by parts then leaves for every , hence . The other boundary condition is built into . Conversely a solution of this boundary value problem satisfies the first variation condition. Finally,This proves existence, uniqueness and the global minimum characterization, including the natural boundary condition. It is the mixed-boundary Airy energy principle.
Past exam of the mathematics course of the University of Cambridge 2007 iii Paper 71 5 a Solution Created 2026-10-03 Updated 2026-10-14
Work with real functions and . To give the variational problem a definite domain, choose the homogeneous Dirichlet boundary conditions used in the next part. The natural form space is the zero-trace Sobolev space , with norm . The Sobolev trace operator is well defined because one-dimensional functions have absolutely continuous representatives. For example , so its endpoint trace is bounded in the norm; the other endpoint has the analogous estimate. The zero-trace space is closed in the Hilbert space , and the Poincaré inequality makes the chosen derivative norm equivalent to its full norm. Thus is a Hilbert space.
Differentiability of implies continuity on the compact interval. Hence there are finite constants and a positive with and . Define the symmetric bilinear formThe Cauchy-Schwarz inequality and Poincaré inequality give all the estimates required by the Lax-Milgram theorem:That theorem states that a continuous coercive bilinear form on a Hilbert space and a bounded linear functional determine a unique weak solution. Completeness, continuity, coercivity and boundedness have now all been verified. Therefore there is a unique with for every .
The energy version of the given variational problem is . Its exact variation isBoundedness of makes the last term quadratic in , so the Fréchet derivative is . Its vanishing for every test function is preciselyTaking compactly supported smooth tests and integrating in the distributional sense shows that this is the Euler-Lagrange equation . Conversely that weak equation gives the displayed stationary condition. The stationary point is actually the unique global minimizer, becauseEquality occurs only when . This proves the variational equivalence, including existence and uniqueness rather than only a formal derivative calculation.
For precision about the literal L2 inner product , use the flux-domain realization of a one-dimensional elliptic operatorFor such , weak integration by parts and its zero endpoint values give . On the larger form space , the same energy is interpreted by the weak operator pairing. The minimizer belongs to automatically: its weak equation gives , while . Thus its equation also holds as an equality of functions. This domain does not assume bounded , which mere differentiability would not supply. If one may equivalently use , but that stronger coefficient assumption is not needed for the proof here.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 341 5 ii Solution Created 2026-10-03 Updated 2026-10-06
Choose a basis of a conforming finite element space and write . Testing the variational problem with each basis function givesThese are also the equations for the Ritz method. The stiffness matrix is symmetric and a positive-definite matrix: for a nonzero coefficient vector , linear independence gives , andThus there is a unique coefficient vector.
Subtracting the exact and discrete variational problems proves Galerkin orthogonality, for every . In the energy norm , the Pythagorean identity yieldsTherefore the Ritz method is the best approximation in the energy norm. The Céa lemma also gives , so any dense sequence of conforming trial spaces converges.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 341 5 i Solution Created 2026-10-03 Updated 2026-10-14
Use the real Hilbert space , the zero-boundary Sobolev space, with norm . The Poincaré inequality makes this equivalent to its usual Sobolev space norm. Define the symmetric bilinear form and continuous linear functionalThe Cauchy-Schwarz inequality and the sharp interval Poincaré inequality implyThus is a bounded bilinear form and a coercive bilinear form, and is bounded because is square-integrable. The Lax-Milgram theorem supplies a unique weak solution:This is obtained from the differential equation by integration by parts; the test functions have zero boundary trace. Conversely, the weak solution satisfies in the sense of distributions. Since , it belongs to and solves the equation almost everywhere.
Equivalently, the Ritz method minimizesover . Indeed , since the mixed term is . This proves existence and uniqueness of the minimizer directly from the weak solution, as well as its equivalence to the variational problem.