Past exam of the mathematics course of the University of Cambridge 2025 iii Paper 307 3 i Solution Created 2026-09-24 Updated 2026-09-25
In components, the scalar triple product isIt is the determinant with rows . A cyclic permutation of the rows has positive sign, so . Equivalently the Levi-Civita symbol expression is unchanged by that cyclic relabeling.
Use index contraction:The last term vanishes because is symmetric in the contracted indices while the Levi-Civita symbol is antisymmetric. Hence .
The Levi-Civita symbol vanishes when two indices coincide, so
Past exam of the mathematics course of the year 1 of the natural sciences course of the University of Cambridge 2008 Paper 2 18 c Solution Created 2026-10-18 Updated 2026-10-20
The identity reduces to when is constant. In components, this follows by differentiating and using the antisymmetry of the Levi-Civita symbol. The divergence theorem and the cyclic scalar triple product identity now giveSince is arbitrary,The order of the cross product determines the minus sign, as in the vector curl form of the divergence theorem.
Past exam of the mathematics course of the year 2 of the natural sciences course of the University of Cambridge 2001 Paper 1 1 Solution Created 2026-10-18 Updated 2026-10-20
Vector identity. Work in Cartesian coordinates and use the Einstein summation convention. Contraction of the two Levi-Civita symbols givesThus the convective acceleration identity isEach term is a geometrically defined vector field: the directional derivative of a vector along itself, the gradient of a scalar field, and a cross product with the curl. Equality in a Cartesian frame is equality of these vectors, so it holds in every coordinate system. When using a varying coordinate basis, derivatives of the varying basis vectors must be included; differentiating only the component functions would describe a different operation.
Spherical metric. LetDifferentiating gives the coordinate tangent vectorsTheir pairwise dot products vanish, proving that spherical coordinates are orthogonal coordinates. Their lengths are the scale factors of orthogonal coordinates:These formulas use the usual chart ; the origin and polar axis are coordinate singularities.
Azimuthal field. Write the speed as to distinguish it from the velocity field . Using the curl in spherical coordinates,Also . Since and ,The terms cancel in the convective acceleration identity, givingThis centripetal acceleration of an azimuthal flow points toward the polar axis. A streamline is a circle of cylindrical radius , so its acceleration is , with . This independent geometric argument recovers both nonzero components and explains why cannot appear: the particle travels at fixed .
For Cartesian tensors, let be the orthogonal matrix taking old vector components to new ones, . A rank- tensor transforms by one copy of on each index:Repeated indices are summed according to Einstein notation. In general coordinates a contravariant tensor index instead carries the corresponding Jacobian matrix , and a covariant tensor index carries its inverse; in orthonormal bases of Cartesian axes their component laws coincide with the displayed form.
An isotropic tensor has identical components after every proper orthogonal transformation, so for every with and . Requiring reflection invariance as well is a stronger convention for odd tensor ranks. The Kronecker delta is invariant under all orthogonal transformations, while the Levi-Civita symbol is invariant under proper rotations and acquires a determinant sign under reflections.
Past exam of the mathematics course of the year 2 of the natural sciences course of the University of Cambridge 2004 Paper 2 6 Solution Created 2026-10-18 Updated 2026-10-20
An isotropic tensor has unchanged components under every rotation of the Cartesian axes. Under proper rotations in three dimensions, rank one has no nonzero isotropic tensor, rank two has , and rank three has . Here is the Kronecker delta and the Levi-Civita symbol. If invariance under reflections is also required for a true tensor, the rank-three case vanishes; is then a pseudotensor.
The velocity gradient tensor for the given field isIts symmetric part, the strain-rate tensor if is interpreted as a velocity, isThe antisymmetric part has the specified ordering , withThe index ordering matters for this sign; it agrees with a local rotation velocity . This is the axial part of the scalar, symmetric-traceless and axial tensor decomposition, retaining the trace inside the symmetric part here.
At the specified point, . The upper block has characteristic polynomial . Thus the principal values and unit eigenvectors areThese mutually orthogonal directions are the principal strain rates' axes for this local field; reversing an eigenvector does not change its axis.
Past exam of the mathematics course of the year 2 of the natural sciences course of the University of Cambridge 2005 Paper 1 1 Solution Created 2026-10-18 Updated 2026-10-20
For , the chain rule gives . Differentiating the radial factor gives , so in Cartesian coordinatesThe origin is excluded because the scalar field is singular there.
The Stokes theorem states for a sufficiently smooth vector field and oriented surface with piecewise smooth boundary. The boundary orientation follows the right-hand rule relative to .
For the convective acceleration identity, use the Levi-Civita symbol contraction . It givesRearranging proves the required vector identity.
For orthogonal coordinates, define the scale factors of orthogonal coordinates and tangent unit vectors . They form an orthonormal basis, and . Equating with identifies each component. Thus the gradient in orthogonal coordinates isThis holds on a regular coordinate chart where all scale factors are positive.
Past exam of the mathematics course of the year 2 of the natural sciences course of the University of Cambridge 2005 Paper 2 6 i Solution Created 2026-10-18 Updated 2026-10-20
Use and contract the Levi-Civita symbols:This proves the convective acceleration identity, with the sign set by the displayed order .
Past exam of the mathematics course of the year 2 of the natural sciences course of the University of Cambridge 2006 Paper 1 4 ii Solution Created 2026-10-18 Updated 2026-10-20
Put and choose an oriented orthonormal basis with third vector . The Levi-Civita symbol term has action , the negative of . Thus this axisymmetric linear map has block formThe transverse eigenvalues are not real. The only real eigenvalue and its eigenvectors are thereforeThe determinants are and , proving that is always invertible, and is invertible exactly when . The complex transverse pair is important for this determinant even though the question asks for real eigenvalues.
Past exam of the mathematics course of the year 2 of the natural sciences course of the University of Cambridge 2006 Paper 2 6 iii Solution Created 2026-10-18 Updated 2026-10-20
For proper rotations the Levi-Civita symbol is invariant, so contracting the two rank-one tensors and gives with transformation . Thus the curl is a vector under proper rotations. Under an orientation-reversing orthogonal change it acquires an additional determinant sign: it is an axial vector when is a polar vector.
Commuting smooth partial derivatives and using epsilon contraction gives the curl of the curl identity:Now take the curl of Faraday's law and use the vacuum Ampère-Maxwell equation: . Since , the identity gives . Taking the curl of the Ampère-Maxwell equation gives the same result for , using . Hence both satisfy the electromagnetic wave equation
Past exam of the mathematics course of the year 2 of the natural sciences course of the University of Cambridge 2006 Paper 2 6 ii Solution Created 2026-10-18 Updated 2026-10-20
The unique symmetric and antisymmetric decomposition is , . Both pieces are Cartesian tensors: transposing gives , so and . Hence this is a decomposition into a symmetric tensor and an antisymmetric second-rank tensor, rather than just a decomposition of numerical arrays.
For the axial vector of an antisymmetric second-rank tensor, contract the two Levi-Civita symbols:ThusWith this convention , so the displayed matrix is the negative of the cross-product matrix for .
In Cartesian coordinates, use the Levi-Civita symbol and the Einstein summation convention to expandThe contraction of the two symbols uses the Kronecker delta, and the final step is the product rule. Thus the convective acceleration identity isPut . The curl of a gradient vanishes, and the curl of a cross product identity givesSince the divergence of a curl is zero, taking the curl of the first identity yieldsTwice continuous differentiability suffices for the mixed-derivative identities used here.
In Cartesian coordinates a rank- tensor is an array whose components transform under a change of orthonormal axes by one rotation matrix factor per index:An isotropic tensor has unchanged components under every proper rotation. The Levi-Civita symbol obeysfor , proving rotation invariance of the Levi-Civita symbol. Under an orthogonal transformation of determinant its sign reverses; including such transformations requires the pseudotensor distinction. Here isotropy is with respect to proper rotations.
Contract the determinant identity with . Since , one obtainsEvery index on the right is contracted, so the tensor component transformation law leaves no free rotation factor: the determinant is a scalar. Equivalently, gives .
For the matrix inverse, defineThis is the cofactor matrix. To verify the inverse formula rather than just recognize it, contract with and use the determinant identity again:Here the contraction of two Levi-Civita symbols gives . Therefore and, when ,These are the Levi-Civita formulas for a three-dimensional determinant and inverse.
Now differentiate the cubic determinant formula with respect to the individual entry . The three differentiated factors give equal contributions: exchanging two paired indices changes the sign of both epsilon symbols, leaving their product unchanged. ThusSubstituting the inverse expression proves the entrywise derivative of the determinant:The cofactor version remains valid for singular matrices; only the inverse version requires invertibility.
For the time-dependent Jacobian matrix, the stated smooth expansion impliesApplying the chain rule and the entrywise determinant derivative gives Jacobi's formula near :At zero, , so . A Taylor expansion therefore yieldsThe Jacobian determinant measures local volume change, so this establishes volume preservation to first order. An arbitrary family specified only through its first-order expansion need not preserve volume exactly at higher orders.
For a twice continuously differentiable vector field in Cartesian coordinates, the curl and divergence arePut . Using the Levi-Civita symbol, the Kronecker delta contraction and the product rule,The last term vanishes because the divergence of a curl is zero: the symmetric mixed derivatives contract against an antisymmetric symbol. Thus the curl of a cross product identity becomes
For orthogonal coordinates with position vector , the scale factors of orthogonal coordinates and local unit vectors areOrthogonality gives , and right-handedness fixes . In cylindrical coordinates, , soThe radial vector points away from the axis; the azimuthal vector is tangent in the direction of increasing ; is the Cartesian positive direction. The azimuthal basis is undefined on the coordinate axis itself.
Cylindrical unit vectors relative to Cartesian axes, viewed from positive z
. Details. For the axial velocity profile, the cylindrical coordinates formula givesThe associated cross product isThis field has only a radial component depending on , so its curl is zero. Also . The identity above therefore yieldsIn fact both directional derivatives vanish: the first differentiates only in the azimuthal direction, and the second differentiates only in the direction. All physical vector fields extend smoothly through , despite the coordinate-basis singularity.
Using Cartesian coordinates, the Levi-Civita symbol and the Einstein summation convention, the constant-vector assumption givesRecognizing the divergence and directional derivative provesHere the contractions use the Kronecker delta.
For an oriented piecewise smooth surface with boundary , Stokes theorem stateswhere the orientations obey the right-hand rule and is continuously differentiable near . Apply it to . The scalar triple product givesThe last integrand is , as the component formulashows. Since is arbitrary, the cross-product form of Stokes theorem follows:The derivatives in the surface expression act on , not on the surface element.
For the specified square, the path is clockwise when viewed from positive , so the compatible unit normal is . On the first and fourth edges, and are parallel, giving zero cross product. On the second edge, and runs from to , so contributes . On the third edge, and runs from to , so the contribution is . Thus the line integral is .
For an independent surface integral, and for the position vector field. Its integrand is therefore . The square has unit area and downward orientation, giving
A Cartesian tensor of order is a multilinear geometric object whose components under an orthogonal change of axes obey the tensor component transformation law,An isotropic tensor has the same components under every proper rotation. For the Kronecker delta,Thus is isotropic, even under improper orthogonal transformations.
To prove multiplicativity of the determinant from the given formula, first consider . Exchanging any two of changes its sign, so it is proportional to the Levi-Civita symbol. Its component is the determinant, as follows by expanding the given double-epsilon expression. ThereforeSubstitute into that same determinant formula:HenceNo invertibility assumption was used, so this identity includes singular matrices.
Now differentiate the double-epsilon formula for a differentiable . Its three differentiated terms are equal after renaming the paired dummy indices: the simultaneous swaps in both epsilon symbols cancel their signs. Thuswhere is the cofactor of entry . For an invertible matrix, the adjugate matrix identity gives . Consequently the Jacobi determinant derivative formula isThe order of the factors inside the trace follows from the reversed cofactor indices; no commutativity of and is assumed. The cofactor version is also Jacobi's formula and remains valid when is singular, although the inverse version then cannot be used.
Using the Levi-Civita symbol and the Einstein summation convention in Cartesian coordinates, the product rule givesThe cyclic permutation in the first term preserves the sign, whereas exchanging the first two indices in the second reverses it. Recognizing the two curls proves
Write the curl and cross product with the Levi-Civita symbol, then use its contraction identity:Expanding with the product rule givesRecognize the divergence in the first and third terms, and the directional derivatives in the other two. The curl of a cross product identity is thereforeThe derivatives act on both vector fields. No assumption of vanishing divergence or spatially constant fields has been made.
