Past exam of the mathematics course of the University of Cambridge 2011 ii Paper 4 14C ii Solution Created 2026-09-24 Updated 2026-10-14
Choose the ellipsoidal Lyapunov function . Direct substitution of the printed vector field givesThe weighted Cauchy-Schwarz inequality gives , soFor any initial point with , choose with . The compact ellipse is positively invariant, since on its boundary. Inside it,This establishes global forward existence for those trajectories and convergence to the origin, while the First Lyapunov theorem establishes stability. The origin is asymptotically stable and its basin contains . The PDF coefficient in the second equation is , with the entire linear term ; placing the factor on the linear term would destroy this factorization.
Past exam of the mathematics course of the University of Cambridge 2011 ii Paper 4 14C i Solution Created 2026-09-24 Updated 2026-10-14
The First Lyapunov theorem states that for a locally Lipschitz autonomous system with equilibrium zero, if a function is positive definite near zero and , then the equilibrium is Lyapunov stable. To prove it, choose a small sphere inside that neighborhood. Compactness and positivity give . Continuity at zero gives a smaller ball where . Since cannot increase along a trajectory, a trajectory starting there cannot first cross the sphere where . It stays within the sphere for all future time, with continuation justified by confinement in a compact subset of the vector field's domain. This proves stability for every sufficiently small .
The LaSalle invariance principle states that on a compact positively invariant set on which , every trajectory approaches the largest invariant subset of . If that subset is just the equilibrium, the trapping and stability argument proves asymptotic stability.
For example take , and . Then , which is not strictly negative on the punctured plane. Nevertheless its sublevel discs are compact and invariant, and a trajectory confined to must have , hence . LaSalle gives asymptotic stability despite the non-strict orbital derivative of this particular energy function.
The printed phrase about nonexistence of a strict Lyapunov function must be understood as a limitation of the chosen candidate. In this example a strict function actually exists:More generally the converse Lyapunov theorem supplies local strict functions for asymptotically stable sufficiently smooth systems. LaSalle avoids having to find such a function; it does not show that none exists.
Past exam of the mathematics course of the University of Cambridge 2017 ii Paper 2 30A a Solution Created 2026-09-24 Updated 2026-10-05
The direct First Lyapunov theorem says that a continuously differentiable positive-definite function near an equilibrium, with , proves stability. LaSalle invariance principle says that in a compact positively invariant set, trajectories approach the largest invariant subset of . Under the terminology in which “first theorem” means the linearization theorem, eigenvalues with negative real part imply asymptotic stability, while zero-real-part eigenvalues leave the test inconclusive. Here the linearization has eigenvalues , so the direct criterion is needed.
Write and chooseNear zero, is positive definite. Along solutions,The component containing the origin of a sufficiently small closed sublevel set is compact, lies in and is positively invariant. The set has ; to remain there also requires , so its largest invariant subset is just the origin. The two theorems establish the origin is asymptotically stable.
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 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 2021 ii Paper 1 32A b Solution Created 2026-09-24 Updated 2026-09-25
SetThe stated identity givesHence, along the system,Near the origin, is positive definite because for . The First Lyapunov theorem therefore gives stability.
Choose a sufficiently small compact invariant sublevel setOn we have . A trajectory can remain there only ifwhich occurs at . The choice excludes the two latter points, so the largest invariant subset of is the origin. LaSalle invariance principle now gives convergence to the origin. Thus, for every ,This is an instance of damped mechanical energy as a Lyapunov function.
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 2023 ii Paper 2 33A b Solution Created 2026-09-24 Updated 2026-09-25
Put . The first-order system isAt an equilibrium point of a dynamical system, and , so the three fixed points are
DefineThen andMoreover,so is positive definite at the origin. It is therefore a damped mechanical energy as a Lyapunov function, and the First Lyapunov theorem proves that the origin is Lyapunov stable.
Since , choose a compact energy sublevel with . In this set, means . A trajectory can remain in only when , and the chosen sublevel excludes . Thus the largest invariant subset of is the origin. The LaSalle invariance principle proves that the origin is asymptotically stable.
Finally, is radially unbounded because its leading terms are . Every forward trajectory is therefore bounded. LaSalle's principle puts its omega-limit set insideAn omega-limit set of a bounded continuous trajectory is nonempty and connected. A connected subset of this three-point set is a singleton, so every trajectory has precisely one of the three fixed points as its omega-limit set.
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.