Past exam of the mathematics course of the University of Cambridge 2010 iii Paper 50 2 b Solution Created 2026-10-03 Updated 2026-10-14
Write in the Generalized Bloch representation. Linearity of the Lindbladian gives . For the Hamiltonian term, cyclicity yieldsFor one Lindblad operator , the jump term becomes , and the two remaining terms giveThusEvery coefficient is real because is Hermitian. In addition, , although a dissipative need not be symmetric.
The Hamiltonian commutator has zero trace, and each dissipator obeys , so . Consequently for normalized density operators. Orthogonality to makes every other traceless. Define . With , trace preservation gives the block formHere the indices of range from to . Since , the offset can also be written . This is the Affine Bloch equation; its offset is zero for unital dynamics, which preserve the identity.
Past exam of the mathematics course of the University of Cambridge 2010 iii Paper 50 3 b Solution Created 2026-10-03 Updated 2026-10-14
Assume the usual real Hamiltonian controls with freely chosen finite duration, rather than a fixed-time or amplitude-restricted task. Define the Dynamical Lie algebrathe real linear span closed under all nested commutators. Replacing each generator by gives the same algebra. The associated connected reachable group acts on propagators, on each unitary orbit of a density operator, and on pure states. For , the necessary and sufficient conditions are as follows.
For exact unitary operator controllability, . For operator control up to global phase, the possibilities are or . If every Hamiltonian is traceless, , so the central phase direction is absent and exact access is to . The full special unitary Lie algebra has dimension and the Lie algebra of the unitary group has dimension .
For density operator controllability on every spectral orbit,Scalar phases do not affect conjugation. If only a particular density spectrum is being considered, a smaller group can suffice: for distinct eigenvalue multiplicities and centralizer , the orbit criterion is . A maximally mixed state has a one-point orbit and needs no controls. This restricted-orbit condition is weaker than controllability for every density spectrum.
For pure-state controllability, up to a fixed unitary change of basis,where the last two alternatives occur only for even . Here is the standard compact symplectic Lie algebra acting on , not the real noncompact symplectic algebra. These are precisely the unitary matrix algebras whose connected groups act transitively on normalized complex vectors, and also give the ray version of controllability. For , . For even , the symplectic cases show why pure-state control can be weaker than density control: is smaller than the nondegenerate density-orbit dimension , and its scalar center acts trivially on that orbit. For , the physical density and pure-state spaces are single points, while exact operator controllability still requires the phase algebra .
Past exam of the mathematics course of the University of Cambridge 2010 iii Paper 50 3 f Solution Created 2026-10-03 Updated 2026-10-14
Assume , as required for a connected chain and the supplied divisions. The single-excitation subspace has dimension three, so its Dynamical Lie algebra is contained in . The intended conclusion from nine independent skew-Hermitian directions is , giving unitary operator controllability, density operator controllability and pure-state controllability on this sector. Here is a direct generation argument that does not assume an independent identity control or rely on the normalization of the printed intermediate matrices.
Here denotes the hopping entry of the supplied reduced . With the stated Pauli matrices, restricting instead gives hopping ; absorbing that common factor into the reduced coupling does not change the Dynamical Lie algebra.
Write and using matrix units. The physical generators giveNext isolate the second transition and generate its other direction:Finally and . The three , three and two diagonal differences are eight independent traceless skew-Hermitian matrices, hence span . Because , subtracting the traceless part of also supplies , completing . This is the trace-direction step in identity augmentation in quantum controllability and the three-site instance of Endpoint control of an XX spin chain. If a coupling vanishes, the chain disconnects and the full-sector conclusion fails.
There is a redundant direction in the printed final pair of commutators: with the printed intermediate definitions, both are proportional to . Thus that pair cannot itself establish the stated independence. The mixed commutator above provides the missing direction and establishes the required conclusion independently.
Let be the algebra on the full eight-dimensional space. Restriction to the invariant single-excitation sector is a surjective Lie algebra homomorphism . If , the rank-nullity theorem gives , soThis is an abstract algebra isomorphism; on the full Hilbert space it is a reducible eight-dimensional representation preserving sectors of dimensions . The sector actions are linked by the same nine generators, rather than independently controllable blocks. In particular, this is not or , so it does not imply full-system controllability. The full spin Hamiltonians are traceless, so their algebra is embedded in even though its abstract type is ; its central direction is not an unrestricted overall phase on the full space.
Past exam of the mathematics course of the University of Cambridge 2010 iii Paper 50 3 g Solution Created 2026-10-03 Updated 2026-10-14
Both and are real symmetric and couple only neighboring sites whose diagonal entries in have opposite signs. For an entry of or , symmetry gives . Every nonzero entry joins signs and , while the diagonal entries vanish. Hence .
The condition is preserved by real linear combinations and commutators, so the entire Dynamical Lie algebra satisfies it. For the physical generator , differentiation gives , and therefore . This is an orthogonal dynamical symmetry in quantum control: a preserved symmetric bilinear form. It need not give eigenspaces of a commuting operator; indeed does not commute with or .
Set . Then , so the transformed generators satisfy as well as . They are consequently real antisymmetric, lying in . The original generators already supply the independent directions and , and their commutator is . These three independent directions exhaust the three-dimensional algebra. ThusHere denotes a matrix unit. The reachable connected group is a unitary conjugate of , a proper subgroup of , so there is no unitary operator controllability.
Pure-state control also fails. For every reachable state , the quantity is invariant, and its absolute value is unchanged even by an overall state phase. The normalized states and have respectively and , so no allowed control connects their rays. Therefore for this reduced three-level system, despite the absence of a simple excitation-sector obstruction within the sector.
Past exam of the mathematics course of the University of Cambridge 2010 iii Paper 56 4 Solution Created 2026-10-03 Updated 2026-10-14
A Killing spinor is a nonzero spinor parameter for which the fermionic supersymmetry variations vanish on a bosonic background. In minimal four-dimensional supergravity without a cosmological term this meansIt is an overdetermined equation and expresses an unbroken supersymmetry of the background. In the cosmological deformation the corresponding equation is ; in theories with additional bosonic fields their contributions also enter the fermion variations.
For the undeformed theory the connection preserves both the spinor adjoint and gamma matrices. Consequently the Dirac currentobeys . In particular , so is a Killing vector, and in fact is parallel. For the real cosmological deformation, and instead give , whose symmetric part again vanishes.
The causal property uses an ordinary commuting spinor. Take an orthonormal frame with , , and . Then . Reverse its time orientation and write , soThe matrices are Hermitian and obey . For every spatial unit vector , , whence . Choose along the spatial part of to obtainA nonzero Killing spinor cannot vanish at an isolated point: its defining connection equation transports its value along every curve. Thus on a connected background this is a nonzero, nowhere-spacelike causal Dirac spinor current. The estimate does not need the Majorana condition, but it does need commuting components; Grassmann bilinears have no such ordinary positivity order.
For the positive energy theorem, take a complete asymptotically flat spacelike hypersurface with a spin structure , with suitable decay, Einstein constraint equations, and matter satisfying the dominant energy condition. Assume there are no inner boundaries, or that any inner-boundary contribution has the required nonnegative sign. The auxiliary commuting spinor approaches an arbitrary constant at spatial infinity. Define the real Nester two-formAntisymmetry removes second derivatives except through the Riemann curvature tensor. Differentiation and the three-gamma spinor curvature identity used above giveThe first term comes from differentiating the two spinor factors. For the second term, replace by half their commutator; its spin-curvature contraction is from each conjugate term. This is the reason the Einstein tensor, and hence the matter energy density, enters the boundary-charge identity.
In an orthonormal frame adapted to the future normal of , put . Since ,Here is the spacetime spin connection pulled back to , including its extrinsic curvature. Choose the auxiliary spinor to solve the elliptic Witten spinor equationThe standard asymptotic-flatness and completeness hypotheses permit this boundary-value problem; the positivity identity also excludes a decaying homogeneous zero mode. It is this hypersurface equation that removes the negative square. A spacetime Killing spinor is not assumed for a general initial-data set.
Stokes' theorem and now giveThe dominant energy condition makes the second integrand nonnegative because and are future causal. Evaluating the two-form with the asymptotic spin connection identifies its surface integral with the ADM energy and momentum:For example its energy term uses to first order in the asymptotic spatial metric tensor perturbation. With this is exactly the ADM normalization. Since has eigenvalues , positivity for every boundary spinor provesKilling spinors describe saturation: their spatial derivative term vanishes, and the contracted matter term must also vanish for the corresponding charge to be zero. They characterize preserved supersymmetry rather than being prerequisites for positivity. Under the usual rigidity hypotheses, zero total four-momentum makes the nonnegative integral vanish for a full basis of asymptotic spinors; their parallel extensions force a vanishing Riemann curvature tensor and give the Minkowski vacuum. A single Killing spinor with null current alone does not justify asserting that every component of the total momentum vanishes.
Past exam of the mathematics course of the University of Cambridge 2010 iii Paper 63 5 2 Solution Created 2026-10-03 Updated 2026-10-14
Put and , keeping the spatial grid fixed for the temporal error assertion. The matrix exponential expansions giveHence the Lie-Trotter splitting commutator error isThe energy estimate from part 1 makes , and contractions, so both and have norm at most one. Telescope their th powers:For , this givesThus the Lie-Trotter splitting has global temporal error . The constant here may depend on the fixed spatial operators; a mesh-uniform joint-limit error estimate needs additional regularity and commutator bounds. If and commute, this particular exponential splitting is exact, but variable diffusion coefficients generally remove that commutativity.
Past exam of the mathematics course of the University of Cambridge 2010 iii Paper 7 3 b Solution Created 2026-10-03 Updated 2026-10-14
The Clifford algebra relation impliesIndeed move past and then past using the two anticommutator identities; the three-generator products cancel.
For the requested commutator, the first identity givesThe first sum is by the orthonormal basis expansion of . For the second, the skew-adjoint property gives . By real linearity of , the difference is thereforeThis calculation explains the factor : it makes infinitesimal rotations of act correctly on its Clifford generators.
Past exam of the mathematics course of the University of Cambridge 2010 iii Paper 7 4 c Solution Created 2026-10-03 Updated 2026-10-14
To distinguish the two normalizations, denote the physicists' Hermite polynomial by . Define the normalized Hermite functions byIntroduce the differential operators , on the Schwartz space. Direct multiplication gives andThe Gaussian satisfies , and repeated differentiation gives . The commutator identity implies and . ThereforeFor normalization, integration by parts makes the adjoint operator of on these rapidly decreasing functions, so . Distinct eigenvalues of the symmetric quantum harmonic oscillator give orthogonality.
The generating identity follows directly from the Rodrigues definition of the Hermite polynomials:The Taylor expansion of the entire Gaussian justifies the middle equality for every complex . Substitute and the Bargmann-Fock space basis to obtainThe convergence is locally uniform in by the same entire generating series.
For , belongs to the Bargmann-Fock space: after writing , its squared modulus times has strictly negative quadratic coefficients . Taking the Bargmann-Fock space inner product of the two generating functions and using the orthonormal basis proved in part (b) givesThe coefficient series converges absolutely by the Cauchy-Schwarz inequality. Substitution factors the right side intoUse the Gaussian integral for and complex ; the complex case follows from the real case by analyticity. The resulting exponent isThus the Mehler formula for Hermite functions isAs a normalization check, its limit is . Setting and multiplying by yields the harmonic oscillator transition kernel with eigenvalues .
Past exam of the mathematics course of the University of Cambridge 2010 ii Paper 3 33C Solution Created 2026-09-24 Updated 2026-10-14
The canonical commutation relations are (in several dimensions , with the position-position and momentum-momentum commutators zero). For Hermitian , the commutator is anti-Hermitian, just as is; there is no conflict with their self-adjointness. The annihilation operator and its adjoint obeyThus the quantum harmonic oscillator Hamiltonian is . The commutators , and the normalized ground state constructNormalization follows inductively from . Positivity of and repeated lowering exclude a noninteger eigenvalue: lowering it until it becomes negative would produce a nonzero vector of negative eigenvalue. Every eigenstate therefore lowers to the unique ground state, so these normalized ladder states exhaust the oscillator eigenstates.
For two independent oscillators, the tensor products have . The level has degeneracy . In its degenerate subspace the perturbation reduces tosince terms that raise or lower both numbers leave the subspace. For its matrix is zero. For , in , it is . For , in , it is . Their eigenvalues giveThe states are the symmetric and antisymmetric combinations. At , the shifted states are , and the zero-shift state is .
Past exam of the mathematics course of the University of Cambridge 2012 iii Paper 1 1 Solution Created 2026-10-03 Updated 2026-10-07
For the Adjoint representation of a Lie algebra, the operator associated with isThe Jacobi identity gives , so this really is a Lie algebra representation. Define the lower central series of a Lie algebra by and . A nilpotent Lie algebra is one for which for some integer . If this holds, carries into , and consequently . This proves one implication without any condition on the field.
For the converse, we prove the linear form of the Engel theorem: if is a finite-dimensional Lie algebra consisting entirely of nilpotent linear maps, with finite-dimensional, then there is a nonzero vector annihilated by all of . This argument works over any field.
Induct on . The assertion is immediate when . First observe that if , then its commutator action on is nilpotent, becauseLet be a proper Lie subalgebra of . The commutator action of on therefore consists of nilpotent linear maps. Its image has dimension at most , so induction supplies a nonzero coset annihilated by . Thus , and the normalizer strictly contains . This is the Engel normalizer lemma.
Choose maximal among proper Lie subalgebras. Its normalizer must be , so is a Lie algebra ideal. Moreover : otherwise the inverse image of a one-dimensional subalgebra of would lie strictly between and . By induction,Since is an ideal, is -invariant: . Take . Its restriction to is nilpotent and hence has a nonzero kernel. A nonzero vector in that kernel is annihilated by and , and therefore by all of . This completes the induction.
Apply this result successively to , then its quotient by a common annihilated line, and so on. We obtain a complete flag with . Equivalently every element of is strictly upper triangular in one common basis; any product of such operators is zero.
Now take and . The hypothesis supplies exactly the nilpotence needed above. Every iterated bracket of length , where , is an application of adjoint operators and vanishes. These brackets span , giving . The zero algebra is already nilpotent. Thus is nilpotent if and only if every is nilpotent. The common flag is essential: separate nilpotence of unrelated operators would not imply that their mixed products vanish.
Past exam of the mathematics course of the University of Cambridge 2012 iii Paper 1 2 Solution Created 2026-10-03 Updated 2026-10-07
Use the derived series of a Lie algebraA solvable Lie algebra has for some . For a two-dimensional algebra with basis , alternating bilinearity shows that is contained in the line spanned by . A one-dimensional Lie algebra is abelian, so . Every two-dimensional complex Lie algebra is solvable, with derived length at most two. This dimension argument actually works over any field with the alternating definition of a Lie bracket.
There is a genuine qualification in the last request: the assertion about all Irreducible Lie algebra representations is true for finite-dimensional representations. Without that restriction, the infinite-dimensional simple module for the two-dimensional affine Lie algebra is a counterexample. Take , with , and let it act on byThen , so this is a Lie algebra representation. Any nonzero submodule is stable under multiplication by , hence is an ideal . Stability under implies . The two polynomials have the same degree; their leading coefficients also agree, so . In characteristic zero this forces to be constant. Thus is infinite-dimensional and irreducible, while is solvable. The literal unrestricted assertion is false.
Here is a proof of the intended finite-dimensional assertion, including the essential Lie theorem argument. We prove that a nonzero finite-dimensional representation of a complex solvable algebra has a common eigenvector, by induction on . If , any nonzero vector works. Otherwise ; choose a hyperplane containing . It is a solvable ideal, and . Induction gives and with for all . Write and suppress on elements of .
Let and let be the first index for which lies in the span of . The space is -invariant. Repeatedly using and proves inductively thatThus is -invariant, and every has constant diagonal in this basis. The trace of a commutator is zero, soSince we work over , for all . Therefore the nonzero simultaneous eigenspaceis -invariant: . A complex linear operator on a nonzero finite-dimensional space has an eigenvector. An eigenvector of is consequently a common eigenvector for .
Its span is a one-dimensional submodule. If is irreducible, that span must be all of . Hence every finite-dimensional irreducible representation of a finite-dimensional complex solvable Lie algebra has dimension one. Conversely a one-dimensional representation is given by a linear functional on , because every commutator acts by zero. Passing repeatedly to quotients also gives the simultaneous triangularization of a Lie algebra representation. Neither the eigenvector step nor the trace argument extends to the infinite-dimensional counterexample above.
Past exam of the mathematics course of the University of Cambridge 2012 iii Paper 1 5 Solution Created 2026-10-03 Updated 2026-10-14
Here root systems are finite, reduced and crystallographic, as for complex semisimple Lie algebras. For a base of a root system , the Dynkin diagram has one vertex for each simple root. Two distinct vertices have bonds, with the arrow on a multiple bond pointing toward the shorter root. The classification of finite crystallographic Dynkin diagrams consists of the following connected diagrams; the integers describing arms count vertices away from the unique branching vertex.
- (): a chain with only single bonds.
- (): a chain with one double bond at an end; that end is short.
- (): the same bond pattern, but that end is long. The rank-two system is ; .
- (): a simply laced tree with three arms of lengths .
- : simply laced trees with three arms respectively of lengths , and .
- : a four-vertex chain, with single, double, single bonds in order, and two long roots adjacent on one side of the middle bond and two short roots on the other.
- : two vertices joined by a triple bond, one long and one short.
This is classification up to diagram isomorphism and overall rescaling of the root system. It includes the conventional identifications and when those low-rank notations are used. The weighting here encodes root lengths and bonds; it is not the separate theory of vertex labels attached to nilpotent orbits. Dropping the crystallographic or reduced hypothesis changes the classification.
Precisely, a base of a root system is a vector-space basis such that each root has a unique expansion , with integer coefficients all nonnegative or all nonpositive. This defines the positive and negative roots. We use the column-coroot convention for the Cartan matrix:Some conventions transpose this matrix; specifying which index labels the coroot resolves that difference. The Weyl group is the subgroup of orthogonal transformations generated by the Weyl reflections
For the C3 root system, take an orthonormal basis of andThere are six long roots of squared length and twelve short roots of squared length . A base is , , . The Cartan matrix convention for C3 above givesThus the double bond connects to , with its arrow directed toward .
An explicit complex Lie algebra realizing this root system is the symplectic Lie algebraIt is closed under commutators, since the two identities , imply . Equivalently,so its dimension is . A Cartan subalgebra isWith denoting a matrix unit, the root spaces have generators for (), for (), and for ; the analogous lower-left generators give the negative roots. These are all eighteen root spaces, each one-dimensional, and together with they exhaust the algebra.
For an explicit semisimplicity check, let be an ideal. Simultaneous diagonalization of makes a sum of its intersections with and these root spaces. If it contains a nonzero , some root has , and supplies a root vector in . Thus always contains a root vector. Bracket it with its opposite root vector to obtain a nonzero coroot . Whenever , bracketing with either or puts both root spaces into . The graph of the roots with edges for nonzero inner products is connected: connects to , which connects to , and every short root connects to an axis root. Repeating the argument yields all root spaces and then all of from their brackets. Hence : the constructed algebra is simple, and therefore semisimple.
The reflections in and exchange adjacent coordinates, while reflection in changes the sign of the third coordinate. They generate every signed permutation. Conversely reflection in any displayed root is a signed permutation. ThusThe reflecting hyperplanes are and . A fundamental open Weyl chamber is . Every regular point has three nonzero coordinates of distinct absolute values; its signs and the ordering of those absolute values specify exactly one of the chambers. The closure of this chamber is generated by the rays through , and . This is the Weyl chamber geometry of C3.
C3 roots and the spherical tessellation into 48 Weyl chambers
. Details. The left panel retains the actual long and short root lengths. The right panel radially projects a hemisphere of the unit sphere, draws every visible reflecting great-circle arc, and highlights the chamber . Each spherical triangle is the section of a three-dimensional chamber by the sphere; opposite triangles on the rear hemisphere supply the remaining chambers. Roots of a root system are normal to the chamber walls, rather than generally lying along their edges.
Past exam of the mathematics course of the University of Cambridge 2012 iii Paper 26 3 Solution Created 2026-10-03 Updated 2026-10-07
Let . The Galois group sequence isFor and , choose a lift and defineThis is independent of the lift because is abelian. Write additively. As an abelian pro-p group, it is a compact -module, with defined by the limit of integer powers, and the conjugation action is continuous and -linear. It extends to the Iwasawa algebraIndeed, use the finite quotients of obtained by intersecting it with open normal subgroups of ; on each quotient the action factors through one of these finite group rings. This defines the natural compact Galois module structure, even when is not finitely generated. Choosing identifies with through .
The subgroup is closed: it is the image of the compact group under a continuous map. Every element is a commutator of a lift of with . ConsequentlyConversely, in the quotient by , the lift of centralizes the image of . Its powers are dense in the procyclic subgroup they generate. Since these powers map densely onto , compactness shows that is generated by and that procyclic subgroup. The quotient is therefore abelian. HenceOne can also see this by choosing a lift of . Since is a pro-p group, the closed subgroup generated by this lift is , and its map to is an isomorphism. This gives a semidirect product splitting.
The maximal abelian subextension is the fixed field of the closed commutator subgroup. Because is abelian, . Restriction of the Galois correspondence to now gives the coinvariant formulaThe closed image above is important: the formula is a quotient of compact groups, not a quotient by an unclosed abstract subgroup. This is abelianization over a Zp-extension.
Past exam of the mathematics course of the University of Cambridge 2012 iii Paper 45 1 a Solution Created 2026-10-03 Updated 2026-10-07
It is essential to distinguish a finite-dimensional spinor matrix from its action on a family of operator components. Take the Pauli matrices and in the supplied convention, with . They giveIf both displayed transformations are read literally as left multiplication on the column , expanding the operator conjugation and comparing its linear term gives the formal answer .
There is a sign inconsistency in that literal reading. With the usual angular momentum commutation relations, coefficient matrices in must satisfyIndeed, the Jacobi identity gives , whereas . The formal violates this identity. For example it would give , and ; the two sides of the Jacobi identity for are then and .
A consistent canonical column-operator convention uses the inverse adjoint action for the displayed spinor transformation, equivalently the contragredient operator-component prescription. It givesThis is the convention used for the physical states below. Reversing the adjoint action is the minimum needed sign correction in the literal column reading; a dual row notation can encode the same correction by its index contractions. The formal printed-sign coefficients are also recorded below, so the distinction is explicit rather than silently changing a convention. The representation matrices themselves remain and in Question 3: the minus sign here concerns commutators of operator components.
