Past exam of the mathematics course of the University of Cambridge 2022 iii Paper 319 1 c Solution 2026-09-28
Let be a Cauchy sequence in the graph normThen and are Cauchy sequences in the Banach space , so for some ,Because is a closed linear operator, and . It follows thatThus every Cauchy sequence converges in , and
Past exam of the mathematics course of the University of Cambridge 2022 iii Paper 319 1 e Solution 2026-09-28
The familyinherits the identity, semigroup property, and strong continuity from , whileIts difference quotient satisfiesfor . Conversely, existence of this limit implies existence of the generator limit for , so andThis is the exponentially shifted semigroup construction.
The Hille-Yosida theorem in the uniformly bounded case says that a linear operator on a Banach space generates a C0-semigroup with if and only if:
- is a closed linear operator whose domain is a dense subset of the Banach space;
- ;
- for every and integer ,
Past exam of the mathematics course of the University of Cambridge 2022 iii Paper 319 1 h Solution 2026-09-28
Let and define the map suggested by the variation-of-constants formula:The strong continuity of the evolution family and the continuity of imply that maps into itself. Because is unitary and ,
Equip with the exponentially weighted supremum normThis equivalent norm makes a Banach space. Using that is a globally Lipschitz function and that the unitary operator preserves the norm,Choose . Then is a contraction mapping, so the Banach fixed-point theorem gives a unique fixed point . This fixed point is exactly the required mild solution of an abstract Cauchy problem:The weighted-norm argument works on the whole prescribed finite interval, so no subdivision of is needed.
The assertion is understood for every and for a topology in which sequentially closed sets are closed, in particular the norm topology of a Banach space. Suppose first that is sequentially lower semicontinuous and converges to . Thenso and the sublevel set is closed. Conversely, if all sublevel sets are closed but lower semicontinuity fails, there are and a real with a subsequence satisfying . Closedness of would put in that set, a contradiction. This proves the closed-sublevel-set characterization of lower semicontinuity.
Past exam of the mathematics course of the University of Cambridge 2022 ii Paper 2 22G a Solution Created 2026-09-24 Updated 2026-09-25
Let be a Cauchy sequence in the operator norm. For each ,so is a Cauchy sequence. Completeness of the Banach space permits the definition
. Pointwise passage to the limit proves that is a linear. A norm-Cauchy sequence is a bounded sequence, say , and therefore
, so is bounded. Finally, letting in
gives
. Thus in operator norm and
is Banach.
. Pointwise passage to the limit proves that is a linear. A norm-Cauchy sequence is a bounded sequence, say , and therefore
, so is bounded. Finally, letting in
gives
. Thus in operator norm and
is Banach.
Past exam of the mathematics course of the University of Cambridge 2023 iii Paper 319 1 a Solution 2026-09-28
A C0-semigroup on a Banach space is a family such thatfor every . Its infinitesimal generator of a semigroup iswith generator domain
Past exam of the mathematics course of the University of Cambridge 2023 ii Paper 1 22F a Solution Created 2026-09-24 Updated 2026-10-03
The open mapping theorem states that every surjective bounded linear map between Banach spaces maps open sets to open sets. Equivalently, there is such that
The closed graph theorem states that a linear map between Banach spaces is continuous if and only if its graphis closed in .
Assume the open mapping theorem and suppose is closed. As a closed subspace of the Banach space , the graph is itself Banach. The coordinate projectionis a bounded linear bijection. By the open mapping theorem, is bounded. The other coordinate projection is bounded, andThus is bounded and hence continuous. This is the closed graph theorem from the bounded inverse theorem argument.
Past exam of the mathematics course of the University of Cambridge 2024 iii Paper 105 3 c Solution Created 2026-09-24 Updated 2026-09-25
PutThe assumed energy estimate for the linear wave equation and the first nonlinear estimate give, for ,Choose and then choose so small that . Then maps the closed ball into itself.
For , the difference solves the linear equation with zero Cauchy data and forcing . The second nonlinear estimate therefore givesShrinking once more makes the coefficient strictly smaller than one. Since is a Banach space and its closed ball is complete, is a contraction on .
Past exam of the mathematics course of the University of Cambridge 2025 iii Paper 106 4 c Solution Created 2026-09-24 Updated 2026-09-25
If is a reflexive Banach space, its closed unit ball is weakly compact. A bounded linear map is weak-to-weak continuous, so is weakly compact in . Compact subsets of a Hausdorff space are closed, hence is weakly closed and therefore norm closed.
Now suppose the two norms on have the same continuous dual as a set. Each is a Banach space in its dual norm. The identityhas closed graph: if in the first dual norm and in the second, evaluating at each gives . The closed graph theorem makes bounded, and the same argument for makes the dual norms equivalent. Thus there are withThe dual formulafrom the Hahn--Banach theorem transfers these inequalities to the original norms. Hence and are equivalent.
Past exam of the mathematics course of the University of Cambridge 2025 iii Paper 107 3 f Solution Created 2026-09-24 Updated 2026-10-05
The Leray-Schauder fixed point theorem says that a continuous compact map on a Banach space has a fixed point if the homotopy setis bounded. If with , multiplying the equation for by shows that solvesThe case gives . Therefore it is enough to prove one uniform estimate for all solutions of this family and all . The theorem then yields a fixed point , which solves the original quasilinear problem.
Initially the construction gives . This makes and Lipschitz, so composing the original coefficients with the jet of produces coefficients. A second application of the global Schauder estimate gives . The fixed-point theorem is an existence result and supplies no uniqueness.
Past exam of the mathematics course of the University of Cambridge 2026 iii Paper 106 1 Solution Created 2026-09-24 Updated 2026-09-25
A Schauder basis of a real Banach space is a sequence for which every has a unique norm-convergent expansion . Its basis projection isand its basis constant is .
For the sequence space in the question, defineConvergence in the definition of makes well defined, and uniqueness of basis coefficients makes it a linear bijection. Moreover,whereasThus is an isomorphism and, in particular, the displayed supremum really is a complete norm on .
The coordinate functional of a Schauder basis isIt is bounded because . On finite linear combinations of the , the nth partial-sum operator is the restriction of , sinceThe operators have norms at most , so the standard basis criterion shows that the dual sequence of a Schauder basis is a basic sequence in . For every and ,which is precisely in the weak-star topology.
Suppose now that is a reflexive Banach space. If did not tend to zero, approximation by finite basis blocks would give a bounded block sequence and an such that . Reflexivity gives a weakly convergent subsequence. Every fixed coordinate functional is eventually zero on a block sequence, so its weak limit has every basis coordinate zero and is therefore zero. This contradicts . Hence in norm for every , so the basis is shrinking and is a basis of .
The converse fails. The standard basis of is shrinking because its dual sequence is the standard basis of , but is not reflexive.
Past exam of the mathematics course of the University of Cambridge 2026 iii Paper 202 2 a Solution Created 2026-09-24 Updated 2026-09-25
Let be Cauchy in the normChoose a subsequence for whichTonelli theorem impliesalmost surely. The subsequence therefore converges uniformly on , outside one null event, to a continuous process . For each , is the almost-sure limit of -measurable variables; completeness of the filtration makes the chosen version adapted. The same summable bound and monotone convergence theorem show that and that in norm.
Since the original sequence is Cauchy, the usual triangle argument upgrades convergence of the subsequence to in norm. Thus the space of indistinguishability classes is a Banach space.
If is a nonzero closed linear subspace of a normed ambient space and is finite-dimensional with , the unit sphere of has positive distance from . Otherwise a sequence of nearly coincident points yields a bounded sequence in , hence a convergent subsequence; closedness of puts its norm-one limit in both vector subspaces. In applications to a bidual space, completeness of the Banach space makes its canonical image closed.
Quotient Banach space 2026-10-06
For a closed vector subspace of a Banach space , the quotient vector space is complete with its quotient norm. Closedness makes the quotient seminorm a norm. Completeness follows by choosing representatives of a rapidly Cauchy subsequence whose successive differences have summable norms in .
Schauder basis Created 2026-09-24 Updated 2026-09-28
A Schauder basis of a Banach space is a sequence such that every has a unique norm-convergent expansion .
Schauder theorem for compact operators 2026-10-03
A bounded operator between Banach spaces is compact if and only if its dual map of bounded linear operator is compact.
Schur property 2026-10-03
A Banach space has the Schur property when every weakly convergent sequence converges with respect to the norm topology.
Semigroup restricted to its generator domain 2026-09-28
Equip with its graph norm. The restrictions form a C0-semigroup on this Banach space; its generator is restricted to .
Separable Banach space 2026-10-05
A Banach space is separable when it has a countable dense subset for its norm topology. It then has a countable base of norm balls and a countable norming family. Its continuous dual space need not be norm separable.