Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 115 2 b i Solution Created 2026-10-03 Updated 2026-10-05
First establish the scalar Leibniz rule, since it is needed for an extension to all tensor fields. Suppose every component of has positive dimension. Computing first with scalar and then as givesAt any point, a smooth cutoff function times a coordinate vector field can be chosen nonzero there. Evaluating the displayed identity provesThus the scalar operator is a derivation of an algebra. Derivations of smooth functions are vector fields, so the scalar operator is differentiation along a unique vector field ; no continuity assumption is needed. Indeed, if vanishes near , take a smooth cutoff function equal to one near and supported where . The identity gives . Thus depends only on the local function germ, so local coordinate functions may be extended with cutoffs before applying it. The local identity gives . Smooth local coefficients define .
The vector-field operator is local as well. If vanishes near , choose a cutoff equal to one near with support where . Then gives . We can therefore work with local frames without presuming a global frame.
For a differential one-form , the only possible contraction-compatible definition isThe scalar product rule and the given vector-field rule show that this is linear over in , so it defines a one-form. Its coefficients are smooth by evaluating the formula on local frame fields extended with cutoffs. It is real-linear in , and direct substitution gives .
The original PDF's hint has a transpose error. If for , then evaluation on every forcesnot the untransposed coefficient array printed in the hint. For example, take , and on . The correct values are , . The printed hint instead makes the derivative of equal to .
There is also a genuine zero-dimensional edge case in the hypotheses: on a one-point manifold the vector-field space is zero, so the printed rule imposes no condition on the scalar map. Taking satisfies that rule but cannot extend to a tensor derivation, since the product rule requires . Thus the extension theorem is valid on positive-dimensional manifolds as above, or in every dimension if the scalar product rule is added explicitly. The next two parts use these precise hypotheses.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 115 2 c Solution 2026-10-05
For the Lie derivative of a tensor field, the scalar rule follows because a vector field differentiates products of smooth functions. On vector fields the Lie bracket of vector fields satisfiesThis follows by applying both sides to an arbitrary smooth function and expanding the two compositions of derivations. Both the scalar and vector-field operators are real-linear, so the extension theorem applies and gives the unique contraction-compatible tensor operator .
For a type- tensor , regard it as the pointwise endomorphism of obtained by contracting its covector slot with a vector. The endomorphism-induced tensor derivation starts withIt is real-linear and obeys . The scalar operator zero is a derivation in every dimension, so there is no zero-dimensional obstruction here. Consequently it also extends uniquely. On a differential one-form, the two operators areTheir actions on arbitrary tensor fields follow by the tensor-product rule; adds in every contravariant slot and subtracts its dual action in every covariant slot.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 115 2 d Solution Created 2026-10-03 Updated 2026-10-05
The tensor denoted acts as the rank-one endomorphism . In the paper's covector-first ordering it is written , using the canonical interchange of tensor factors; this is the same endomorphism.
On any smooth function ,On a vector field , the Lie bracket of vector fields givessoMultiplication by preserves the tensor-product Leibniz rule and commutation with tensor contractions, since the latter are linear over smooth functions. Hence the difference is a real-linear contraction-compatible tensor derivation whose scalar operator is zero. Its agreement with on functions and vector fields determines its action on every tensor by uniqueness:For example, on a differential one-form this gives . Equivalently , which checks the sign independently. This is the scaled Lie derivative defect identity.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 115 4 a Solution Created 2026-10-03 Updated 2026-10-05
An affine connection on is an operation on smooth vector fields that is real-bilinear, linear over in the differentiating field, and satisfiesIt is a connection on a vector bundle for the bundle , also called a linear connection on the manifold. Its curvature form of a connection has the operator formThis convention fixes its sign. Expanding the two connection product rules shows that the extra derivatives of a scalar cancel, so is linear over smooth functions in all three fields. For a Levi-Civita connection, this is the Riemann curvature tensor.
The torsion form is . For a Riemannian metric , its Levi-Civita connection is the unique torsion-free connection satisfying metric compatibilityExistence and uniqueness follow from the Koszul formula. In coordinates its coefficients areSymmetry in gives zero torsion, and substitution verifies metric compatibility.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 131 1 a Solution Created 2026-10-03 Updated 2026-10-05
Use the sign conventionFor the Levi-Civita connection this is the Riemannian curvature two-form, an element of : is an endomorphism of the tangent bundle, alternating in , and the expression has tensoriality in all arguments. It is the curvature form of a connection for the tangent-bundle connection.
For the first Bianchi identity, take the cyclic sum in . Torsion-freeness says , so the double-derivative terms combine to . The remaining terms may be cyclically relabelled as . Using torsion-freeness once more, followed by the Jacobi identity for vector fields, givesThe Ricci curvature is the tracefor any orthonormal basis. The sectional curvature of the two-plane spanned by independent isThese conventions give positive curvature on a round sphere. In dimension three, put and . Curvature symmetries giveSolving this linear system yields the sectional curvatures from Ricci curvature in dimension three formulaHere is the scalar curvature. The chosen orthonormal basis need not diagonalize Ricci; its diagonal evaluations already determine these three sectional curvatures.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 131 2 Solution Created 2026-10-03 Updated 2026-10-05
For in the domain of the exponential map at , let be the unique geodesic with initial data and define . The domain consists of initial velocities whose geodesics exist on ; it is open, contains zero, and need not be the whole tangent space. The ordinary differential equation theorem used here says that a smooth vector field has unique maximal integral curves, with an open flow domain and smooth dependence on initial point and time. Applied to the geodesic equation on , it gives smoothness of the exponential map. Rescaling the parameter gives and hence . The inverse function theorem makes a diffeomorphism from a neighbourhood of zero to one of . Coordinates in an orthonormal tangent basis transported by this map are geodesic normal coordinates.
The geodesic sphere of radius is . For small , it is , a smooth compact hypersurface; larger distance spheres need not be smooth. The Gauss lemma statesIn particular radial and angular directions are orthogonal and the radial coordinate measures arc length.
For a piecewise smooth path , put . The Riemannian distance is over such paths from to . Connectedness makes it finite. Reversal and concatenation give symmetry and the triangle inequality; positivity and compatibility with the manifold topology follow locally from geodesic normal coordinates and the Gauss lemma.
Choose so that is a diffeomorphism on a neighbourhood of the closed tangent ball of radius . For , radial geodesics realize the distance from on that ball. Indeed, Gauss lemma bounds any path remaining in the normal ball below by its radial change, while a path leaving the radius- ball already has length at least . Thus the radius- sphere is the compact exponential image described above.
Given , take . The continuous function attains its minimum at some . Every path from to crosses that sphere, since the distance from is continuous. Splitting at a crossing gives length at least . Taking the infimum over paths, and using the triangle inequality in the other direction, proves the distance splitting through a small geodesic sphere equalityThis compact local argument does not assume completeness or the existence of a globally minimizing geodesic to .
For the Lie-group clause, a bi-invariant Riemannian metric has adjoint-invariant identity inner product. Differentiating this invariance gives . The Koszul formula for left-invariant vector fields has no metric-derivative terms, and this skew-adjointness reduces it toThis is the Levi-Civita connection of a bi-invariant metric.
Let be the integral curve through the identity of the left-invariant field with identity value . Uniqueness and left translation show wherever the local curves are defined. The field is complete: a fixed local existence interval about the identity translates to an equally long interval at every point of the group. Restarting the curve before any proposed finite endpoint extends it beyond that endpoint. Thus exists on , and uniqueness now gives the group law for every .
Since , this integral curve is a geodesic. Conversely any geodesic starting at the identity has the same initial data as one of these curves and agrees with it by uniqueness. Therefore the geodesics of a bi-invariant metric are one-parameter subgroups conclusion isThe zero velocity gives the constant, trivial subgroup. Here is the Exponential map of a Lie group; for this metric it agrees at the identity with the Riemannian exponential.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 131 3 Solution Created 2026-10-03 Updated 2026-10-05
Write and . A Jacobi field is a vector field along the geodesic satisfyingThe curvature convention is that used in Question 1. A geodesic variation is a smooth map with whose -curves are affinely parametrized geodesics. Torsion-freeness gives . Differentiating and commuting covariant derivatives gives the Jacobi equation for .
For the converse, let and . Choose a curve with and . parallel transport along it identifies its tangent spaces with . Set , so and . The geodesics with initial data give a variation . Smooth dependence on initial conditions and compactness of the original time interval ensure that this family is defined for all after shrinking , even if is incomplete. Its variation field has the initial values , so uniqueness for the linear Jacobi equation identifies it with . This proves the realization of Jacobi fields by geodesic variations.
The endpoint-vanishing pointwise normal fields form a vector space, since their conditions and equation are linear. If is nonconstant, the map is injective because and zero initial derivative force the zero solution. Differentiating gives . Hence the endpoint-vanishing normal Jacobi fields have dimension at most n-1 bound isFor a constant geodesic, , and both zero endpoint values force , so the bound still holds.
On the unit round , let . Its speed is . The constant ambient vectors orthogonal to give independent parallel normal fields . Since on normal fields, the fields satisfy the Jacobi equation and vanish at both antipodal endpoints. They attain dimension .
For the last clause, interpret a closed geodesic as a nonconstant smoothly periodic geodesic. A constant loop has length zero and cannot be shortened. Parametrize on at constant nonzero speed. parallel transport once around it fixes . Because the manifold is orientable, this transport preserves orientation; on the normal space of dimension , which is odd, it lies in . An odd-dimensional special orthogonal transformation has a fixed vector: nonreal eigenvalues pair with their conjugates, real eigenvalues are , and determinant one in odd dimension forces an eigenvalue .
Transport such a nonzero normal fixed vector around the loop. It gives a periodic parallel normal field , with and . Its jets also agree at the seam, so it is smooth as a field on the parametrizing circle. For small , is a smooth variation through closed curves, providing their homotopy to .
For energy , the first variation vanishes at the closed geodesic. The permitted second variation of geodesic energy has no endpoint term for this periodic variation, soThus for small nonzero . The Cauchy-Schwarz inequality gives , while constant speed gives . Consequently the instability of a closed geodesic in positive even-dimensional curvature yieldsThe deformation need not remain a geodesic or an embedded curve.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 309 1 c Solution Created 2026-10-03 Updated 2026-10-06
On a branch where are valid local coordinates, the inclusion map is , with . Its differential givesStrictly this is first a vector field along a map on the surface. The displayed formula extends it canonically to a smooth vector field on all of . Its integral curves of a vector field through obey , , , henceThese are circles around the -axis, traversed with angular speed one; points on the axis are stationary. Since , curves starting on the ellipsoid stay there. The local angular chart can expire while the ambient flow map and the geometric curve remain well defined.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 309 3 a Solution Created 2026-10-03 Updated 2026-10-06
For a smooth vector field , solve the initial-value problem , . Local existence, uniqueness and smooth dependence for ordinary differential equations give a local flow. Uniqueness yields whenever both sides are defined, and is the inverse of on the corresponding domains. Thus each local flow map is a diffeomorphism between open subsets.
A group of diffeomorphisms of the entire manifold for every real requires a complete vector field. This follows, for example, on a compact manifold without boundary: local existence times can be made uniform on a finite cover, and repeated continuation prevents finite-time escape. Without completeness, the source's group is only local. The vector field on has flow and blows up at for , so smoothness alone cannot imply a global one-parameter group.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 309 3 c ii Solution Created 2026-10-03 Updated 2026-10-06
Integrating the two vector fields gives their complete flow maps:The first is a simultaneous rotation about the z-axis through angle and a dilation by in the -direction. The second is an isotropic dilation about the origin. Both satisfy the group law for all real and have inverse given by time . In particular is not a pure rotation unless restricted to the plane .
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 340 4 a Solution Created 2026-10-03 Updated 2026-10-06
For real , its total variation seminorm on a domain isThe vector fields have compact support inside , so no boundary term is charged. Taking both and makes this equivalent to a supremum of absolute pairings. When finite, the distributional derivative is a finite vector-valued Radon measure, and the displayed supremum is its total variation norm of a measure. For a smooth function it equals .
The function of bounded variation on a domain belongs to the Banach spaceThe L1 norm is needed because variation alone vanishes on constant functions and is only a seminorm. No smoothness of is part of this definition.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 340 4 b Solution Created 2026-10-03 Updated 2026-10-06
Take the indicator function inside . For a compactly supported test vector field, integration in and then givesThe vertical derivative term integrates to zero. The absolute pairing is at most one, and test vector fields with along all but arbitrarily short endpoint pieces approach one. Thus . More explicitly, the distributional derivative is , where is Hausdorff measure along the segment. Also .
A Sobolev space function in has each weak derivative represented by an density with respect to planar Lebesgue measure. The nonzero segment measure here is singular with respect to that measure, so this requirement fails. Equivalently, the Sobolev fundamental theorem of calculus on lines would require an absolutely continuous representative on almost every horizontal slice, whereas each slice has a jump. ThereforeThis is the bounded-variation step outside W11 example.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 340 4 d Solution Created 2026-10-03 Updated 2026-10-06
Let , with . Its indicator function has L2 norm squared and total variation seminorm on a domain . On the family , the objective is , whose minimizer is . To prove global optimality, a total variation calibration is needed.
Define the bounded radial vector fieldIt satisfies and has a continuous normal component across . Its distributional divergence therefore has no boundary measure, and direct differentiation yields . Although is not compactly supported, multiply it by a smooth radial cutoff equal to one through radius and zero beyond . The extra divergence has magnitude on an annulus of area , hence L2 norm . Smoothing the continuous piecewise field gives compactly supported smooth admissible test vector fields with divergences tending to in , preserving the bound . The dual definition therefore gives for every finite-penalty , and trivially for all other .
Moreover . By the subgradient characterization of an absolutely one-homogeneous functional, for every , and . If , choose ; then . If , choose ; then belongs to , since multiplying the dual bound by a number in preserves it. The previous optimality criterion provesThe quadratic fidelity is strictly convex, so this minimizer is unique, including the threshold . The disk retains its radius on the positive branch and disappears on the zero branch; this is total variation denoising of a disk.
Past exam of the mathematics course of the University of Cambridge 2017 ii Paper 1 30A b Solution Created 2026-09-24 Updated 2026-10-05
For , put and use the positive-definite Lyapunov function . Its derivative isFor set . The brace divided by is , where , and . Since , . Completing the square gives its maximumHence . If , this sublevel region is positively invariant: decreases, and . The exponential bound makes . The trajectory is bounded in a compact ellipse, so smoothness of the vector field also guarantees existence for every positive time. ThereforeFor the displayed strict inequality has no solutions; negative gives the same ellipse as . Taking the union of the nonempty ellipses is valid because each point needs only one Lyapunov certificate.
At the certified disk has squared radius . Along , the limiting threshold as is , which is strictly larger, since their difference is for . Choose strictly between these thresholds and then a sufficiently large finite . This point is certified by that ellipse but lies outside the disk. Thus the union gives a strictly larger certified region. It need not equal the whole basin of attraction.
Past exam of the mathematics course of the University of Cambridge 2017 ii Paper 1 31A Solution Created 2026-09-24 Updated 2026-10-05
A Lie point symmetry is a local one-parameter family of diffeomorphisms of that takes solution graphs of the differential equation to solution graphs wherever the transformed graph remains a graph over time. Its infinitesimal generator is . Its first prolongation isFor a regular first-order equation the infinitesimal criterion is on ; it says that the prolonged vector field is tangent to the equation submanifold.
With the constant nondegenerate canonical matrix , define the Poisson bracket by and the Hamiltonian vector field by . Our convention gives . Applying the Jacobi identity to a test function ,soA first integral obeys . Consequently , and the local flows commute. The time-independent transformation generated by , with unchanged, therefore maps integral curves of a vector field for to integral curves of a vector field: it is a Lie point symmetry.
Conversely, such a time-independent symmetry gives , hence . Nondegeneracy of makes constant on each connected component. At a fixed point , implies , so that constant is zero on its component. Thus the converse holds on a connected phase space containing a fixed point, or on each component that contains one.
The printed global converse needs this connectedness convention: a fixed point on one component does not control the constants on other components. For example take one component with , , and another with , . The Hamiltonian vector fields commute everywhere and there is a fixed point on the first component, but is not a first integral on the second. Even on a connected space the fixed-point condition matters: , commute but .
Past exam of the mathematics course of the University of Cambridge 2017 ii Paper 3 23I Solution Created 2026-09-24 Updated 2026-10-05
The length of a curve is . Its arc length parameter is . Regularity gives , so the inverse function theorem gives a smooth inverse and has .
Reparametrize a length minimizer to constant speed on and use the energy functional . By Cauchy-Schwarz inequality, every competitor has , with equality for constant speed, so this parametrization also minimizes . For a fixed-endpoint variation with tangential vector field , differentiation and integration by parts giveThe boundary term is zero. Arbitrary smooth tangential of compact interior support are realizable by the stated variation fact. Taking to be a nonnegative cutoff times proves . Hence a length minimizer is a geodesic after constant-speed reparametrization. The original parameter need not be affine: arbitrary varying-speed parametrizations preserve length but have nonzero covariant acceleration. This qualification is necessary for the literal wording.
For distinct nonantipodal on the punctured unit sphere, there is a unique shorter great circle arc, of length . A minimizing curve exists exactly when that shorter arc avoids the removed north pole. If it avoids the pole it attains the spherical lower bound. If it passes through the pole, arbitrarily small smooth detours have lengths tending to , but equality would force the unique shorter arc, which is unavailable. Thus the infimum is not attained; the longer great circle arc is not a substitute minimizer.
For antipodal in the punctured sphere, one can choose a great circle semicircle avoiding the north pole; it attains length . Thus every admissible antipodal pair has a minimizer. If identical endpoints are included despite the earlier distinctness stipulation, the infimum is zero, but no smooth regular curve attains it; only a nonregular constant curve does.