Lyapunov function Created 2026-09-24 Updated 2026-11-05
A Lyapunov function near an equilibrium point is a continuously differentiable scalar with , for nearby , and nonpositive orbital derivativeIts sublevel sets act as nested barriers: a trajectory cannot cross from a lower value to a higher one. The First Lyapunov theorem uses these barriers to prove Lyapunov stability without an explicit solution.
For , choose ; then away from zero and trajectories converge to the equilibrium. For the planar rotation , , the choice instead has . It proves stability, but trajectories remain on circles and do not converge.
Thus a nonpositive derivative alone does not establish asymptotic stability. Strict negativity, or an argument such as LaSalle's invariance principle controlling the invariant part of the zero-derivative set, supplies the missing information. A Lyapunov functional applies the same idea to a whole function-valued state.
Orbital derivative Created 2026-09-29 Updated 2026-11-05
The orbital derivative of a differentiable scalar along an autonomous differential equation isThe chain rule identifies it with . It measures change along a trajectory, rather than the size of the gradient alone.
For and the rotation field , it is even though the gradient is nonzero away from the origin. For the contracting field , the same function has orbital derivative . This directional distinction is what makes an orbital derivative useful in a Lyapunov function or a first integral.
Past exam of the mathematics course of the University of Cambridge 2008 iii Paper 78 1 b Solution Created 2026-10-03 Updated 2026-10-14
With the stated time rescaling, and , where primes refer to . Dividing by givesAt , put and define the HamiltonianIts orbital derivative is , so this is a conserved quantity. The Hamiltonian system has , .
For , set . The potential has a minimum at and a maximum at . The corresponding center equilibrium and saddle equilibrium have energies and . Levels contain closed ovals around , as well as separate unbounded components on the right. At , the center's ovals limit to a homoclinic orbit to the saddle, turning at . Its equation isThe same energy also has external unbounded saddle separatrices for . Levels above pass over the potential barrier and are open. Along the upper halves , so the closed loops are traversed clockwise. If , the two critical points coalesce into a degenerate equilibrium; if , the potential is strictly decreasing and there is no center or homoclinic loop.
Hamiltonian level curves for kappa equal to one, showing the center, saddle and homoclinic loop
. Details. Past exam of the mathematics course of the University of Cambridge 2018 ii Paper 3 32E Solution Created 2026-09-24 Updated 2026-10-03
Write . When the system gives and . Choosingmakes positive definite and radially unbounded, while its orbital derivative isThe set is . A trajectory remaining there must also have , so its largest invariant subset is the origin. The LaSalle invariance principle therefore proves that the origin is globally asymptotically stable. In the phase plane, on and on ; every nonstationary trajectory crosses the nested level curves of inward and tends to the origin.
At an equilibrium point, andHence the origin always exists, while exist for . At the Jacobian matrix isA stationary bifurcation occurs when a real eigenvalue passes through zero, hence onA Hopf bifurcation requires zero trace and positive determinant. At the origin this givesand on either nonzero branch it givesThus the Hopf locus consists of the negative -axis and the ray in the first quadrant; the stationary locus is the -axis.
Now set , write , and append . At the extended centre manifold for a parameter is tangent to the -plane, so put . Its centre-manifold invariance equation isUnder the ordering , solving through cubic order givesThis is the pitchfork bifurcation normal form: is stable for and unstable for , while the two stable branches emerge for . The bifurcation is therefore a supercritical pitchfork bifurcation.
Past exam of the mathematics course of the University of Cambridge 2019 ii Paper 3 31E b Solution Created 2026-09-24 Updated 2026-10-03
Keep the same function . For arbitrary its orbital derivative isLet be a nonconstant orbit of the unperturbed system with period . Sinceintegration over one period givesConsequently,If a perturbed periodic orbit persisted and converged to as , its net change in over one period would vanish. The averaged first-integral obstruction to persistence of a periodic orbit would therefore requireWhen , the two leading terms have the same nonzero sign and their magnitude is bounded below by . Thus no unperturbed periodic orbit persists for sufficiently small with .
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 2020 ii Paper 3 31E b ii Solution Created 2026-09-24 Updated 2026-09-29
Forthe orbital derivative isChoosing cancels the mixed term. Taking givessoThis function has positive definiteness near the origin, andFor and , both terms are nonpositive and equality holds only at . Thus is a strict Lyapunov function near the origin, and the Second Lyapunov theorem proves that the origin is asymptotically stable.
