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 2020 ii Paper 3 31E a Solution Created 2026-09-24 Updated 2026-09-29
- The fixed point is asymptotically stable if it is Lyapunov stable and there is a neighbourhood of such that as for every .
- Its domain of stability, or basin of attraction, is , with forward existence understood.
- A Lyapunov function on a neighbourhood of is a continuous function , differentiable away from the origin, such that , for , and its orbital derivative
The First Lyapunov theorem says that the existence of such a function makes the origin Lyapunov stable. To prove it, choose a sufficiently small closed ball . By compactness and positive definiteness,By continuity, some satisfies whenever . Along a trajectory beginning in , cannot increase. Such a trajectory therefore cannot reach the sphere , where . Hence it remains in for every , which is Lyapunov stability.
The LaSalle invariance principle says that if a trajectory remains in a compact positively invariant set on which , then it approaches the largest invariant subset of .
Past exam of the mathematics course of the University of Cambridge 2021 iii Paper 154 1 5 Solution 2026-09-28
For every , the wave has Orbital stability of a generalized KdV solitary wave in modulo translation: for every there is such thatThe relevant stability slope has the correct sign because scaling giveswhich is strictly increasing in precisely for . Together with the constrained variational characterization of , the conserved mass and energy provide a coercive Lyapunov function transverse to the translation direction.
Past exam of the mathematics course of the University of Cambridge 2021 ii Paper 1 32A a Solution Created 2026-09-24 Updated 2026-09-25
Let be an equilibrium point of a dynamical system. A Lyapunov function on a neighbourhood of is a continuously differentiable function such thatand whose derivative along trajectories satisfies
The First Lyapunov theorem says that the existence of such a positive-definite proves Lyapunov stability of . If away from , the Second Lyapunov theorem strengthens this to asymptotic stability.
LaSalle invariance principle says that if a trajectory remains in a compact positively invariant set on which , then it approaches the largest invariant subset ofIn particular, if that largest invariant subset consists only of , every trajectory in approaches .
Past exam of the mathematics course of the University of Cambridge 2022 ii Paper 3 31B b Solution Created 2026-09-24 Updated 2026-09-25
A Lyapunov function for an equilibrium is a continuously differentiable function that is positive definite there and whose derivative along nonconstant trajectories is negative definite in a neighbourhood.
For , positivity requires , andThe quartic term is negligible sufficiently close to the origin, so is a local Lyapunov function exactly whenis positive definite. Its determinant condition isThe two roots of equality areTherefore
Past exam of the mathematics course of the University of Cambridge 2023 ii Paper 2 33A a Solution Created 2026-09-24 Updated 2026-09-25
A Lyapunov function on a neighbourhood of is a continuously differentiable function such thatThe First Lyapunov theorem states that such a function makes Lyapunov stable. If away from , then is locally asymptotically stable.
To prove stability, choose a closed ball contained in the domain of . On its boundary sphere , compactness and positive definiteness giveContinuity at supplies such that implies . Along a trajectory, cannot increase. Such a trajectory therefore cannot first reach the boundary sphere, where its value would be at least . This proves Lyapunov stability.
If away from , take a sufficiently small compact sublevel set of . The LaSalle invariance principle says that every trajectory in it approaches the largest invariant subset of , which is just . Hence the equilibrium is also asymptotically stable.
Past exam of the mathematics course of the University of Cambridge 2025 ii Paper 1 32A a Solution Created 2026-09-24 Updated 2026-09-25
A function near an equilibrium at the origin is a Lyapunov function if , for , andThe First Lyapunov theorem says these conditions imply stability. The second says that if the last inequality is strict away from the origin, then the origin is asymptotically stable.
To prove the first, fix a sufficiently small ball of radius . Positive definiteness and compactness giveContinuity at zero gives such that implies . Since cannot increase along a trajectory, that trajectory cannot meet the sphere , where . It therefore remains in the -ball for all forward time, which is stability.
Past exam of the mathematics course of the University of Cambridge 2026 iii Paper 154 1 1 5 Solution Created 2026-09-24 Updated 2026-09-25
Past exam of the mathematics course of the University of Cambridge 2026 iii Paper 154 1 1 6 Solution Created 2026-09-24 Updated 2026-09-25
Take the regular radial solution with . In the transformed variables it satisfiesso . Since , the Lyapunov function immediately becomes negative. The trajectory cannot reach , where , and confines it below the positive zero of . Hence it remains positive and bounded for all .
The identity and the LaSalle invariance principle force the omega-limit set to consist of equilibria. The negative limiting energy excludes , leavingConsequentlyso . At infinity, , andbecause . Thus .
Positive definiteness of a Lyapunov function 2026-09-29
A Lyapunov function is positive definite at an equilibrium when and for nearby . Thus is a strict local minimum of .