Alpha-limit set Created 2026-09-29 Updated 2026-10-14
The alpha-limit set of a trajectory consists of the points approached along sequences of times tending to negative infinity. It is the omega-limit set for the time-reversed flow.
Limit set 2026-10-13
A trajectory's limit set consists of its accumulation points along sequences of times tending to positive or negative infinity. The forward-time set is its omega-limit set and the backward-time set its alpha-limit set.
For Hopf thresholds in a two-pool calcium model, with the unique equilibrium parametrized by , locate changes of stability by solving the two equationsIf there are two simple roots with positive trace between them, the equilibrium is a repeller throughout that interval, since its determinant stays positive. At a nondegenerate crossing a Hopf bifurcation is possible, with linear frequency . A complete classification of criticality requires a nonlinear coefficient, not merely the trace calculation. At leading singular order the thresholds approach the folds determined by and , equivalently .
Periodic solutions are also supported globally in the positive quadrant. The axes point inward for positive input, bounds , and the equation then bounds by a linear restoring term plus a bounded source. A large rectangle can thus be chosen forward invariant. For an initial point distinct from the repelling unique equilibrium, its omega-limit set cannot contain that equilibrium or a boundary equilibrium. The Poincaré-Bendixson theorem supplies a periodic orbit. In the strong separation regime it follows the two attracting branches and jumps between them, a relaxation oscillation.
The interval requires the maximum of along the critical manifold to exceed ; the listed scale hierarchy alone is not a substitute for that test for arbitrary remaining constants. As an explicit example, , , and give approximately and . At the trace is positive, whereas at and it is negative. The figures use this example and label their singular-limit portions accordingly.
Past exam of the mathematics course of the University of Cambridge 2005 ii Paper 4 7B Solution Created 2026-09-24 Updated 2026-10-14
The fixed points are and . The Jacobian matrix isAt the origin its eigenvalues are , so it is a saddle with stable direction the y-axis. At either other fixed point, the characteristic polynomial is , giving eigenvalues . Thus both are stable foci. The nullclines are , and . In the right half-plane grows below and decreases above it; in the left half-plane these horizontal arrows reverse. Vertically, increases below and decreases above it.
A global argument determines the requested omega-limit sets, rather than guessing from the local phase portrait. For , use the quadratic-logarithmic Lyapunov function for a feedback systemIts sublevel sets are compact and bounded away from , so trajectories starting in either half-plane exist for all positive time and stay in such a set. Since decreases, it tends to a limit, and is constant on the omega-limit set. Every point of that set therefore has . Invariance then requires , so only the corresponding focus can occur. Also preserves its sign.
ConsequentlyOn , the exact solution is . The phase portrait below shows this stable axis, the nullclines and the spiral attraction in each half-plane.
Phase portrait with a saddle at the origin and stable foci at plus or minus one, one
. Details. Past exam of the mathematics course of the University of Cambridge 2007 ii Paper 1 7E Solution Created 2026-09-24 Updated 2026-10-14
Introduce the vector . Its autonomous ordinary differential equation iswhere the coordinate indices start at zero. Appending the clock removes the explicit time dependence.
For a vector field with local existence and uniqueness, its flow is the solution at elapsed time starting at . The uniqueness theorem for ordinary differential equations gives whenever both sides are defined. The orbit is . For a forward-complete solution its omega-limit set isequivalently the set of limits along sequences . A homoclinic orbit is a nonconstant complete orbit approaching the same equilibrium as and . This last definition concerns a general autonomous system; the appended clock itself cannot approach an equilibrium.
Past exam of the mathematics course of the University of Cambridge 2007 ii Paper 3 7E Solution Created 2026-09-24 Updated 2026-10-14
A form of the Poincaré-Bendixson theorem states that a nonempty omega-limit set of a forward orbit of a planar autonomous vector field, contained in a compact region and containing no equilibrium, is a periodic orbit.
Set . Direct calculation givesbecause . At the inner boundary the flow points into or along the annulus, and at the outer boundary it does likewise. Smoothness and these inequalities make the compact annulus forward invariant.
For nonzero , write , . Thenthroughout the annulus. Hence it contains no equilibrium. Any orbit starting there remains compactly trapped, has a nonempty omega-limit set, and the Poincaré-Bendixson theorem supplies the required periodic orbit in the stated annulus. For the annulus reduces to itself, and there , giving the periodic orbit directly.
Past exam of the mathematics course of the University of Cambridge 2010 iii Paper 64 3 Solution Created 2026-10-03 Updated 2026-10-14
For a nonconstant invasion travelling wave, the relevant end states are and . These fronts do not exist at every nonnegative speed: the phase plane calculation gives the threshold . The constant solutions and are, of course, nonnegative travelling waves for every speed, including zero.
Put and . The travelling-wave reduction of a reaction-diffusion system givesThe equilibrium points in the phase plane are and . At the characteristic equation is , so there is one positive and one negative eigenvalue. Thus it is a saddle equilibrium. Its descending unstable manifold has , and locallyAt the eigenvalues areFor it is a stable node; for it is a stable spiral. The repeated-root case must be included in the existence argument rather than inferred from distinct roots.
Suppose . Choose with ; for example . Consider the closed triangular regionOn the horizontal side , the vector field has , pointing into . On the vertical side , it has , again pointing inward. For the sloping side use , so that on ,Thus trajectories cannot cross into . The remaining boundary point is an equilibrium point and cannot be crossed in finite time by a nonconstant trajectory, by uniqueness theorem for ordinary differential equations. This proves forward invariance of . The argument works unchanged at with .
The descending unstable manifold of initially enters . Its forward trajectory remains in this compact region, so it exists for all positive . Within the interior, : a first contact with at would have , contrary to arrival from below. Hence decreases strictly and has a limit . To identify the limit, its omega-limit set lies on the line and is invariant. Any trajectory remaining on this line has ; its second equation then forces . Since , it follows that , and the only possible omega-limit set is . Backward in , the unstable manifold tends to by its construction. We have therefore obtained a positive decreasing heteroclinic orbit and hence a nonnegative travelling wave for every .
For completeness, the threshold is necessary for such a front. When , put , , and . Near the zero equilibrium point the system becomesFor a nonzero trajectory its polar angle satisfiesA trajectory approaching zero therefore makes infinitely many rotations and must cross . It cannot be a nonnegative front. At , the first integralis conserved. It has values and at the two desired end states, so no heteroclinic orbit connects them. ConsequentlyThis is the phase-plane construction of a Fisher travelling front, including the critical speed. The statement for all must distinguish these nonconstant fronts from the two constant travelling waves.
Past exam of the mathematics course of the University of Cambridge 2019 ii Paper 1 31E Solution 2026-09-29
Let denote the flow through . Its alpha-limit set and omega-limit set areEquivalently, they contain the limits of along sequences and , respectively.
Past exam of the mathematics course of the University of Cambridge 2020 ii Paper 2 32E a Solution Created 2026-09-24 Updated 2026-10-14
The Bendixson-Dulac criterion says the following. Let be a simply connected domain, let be continuously differentiable, and suppose there is a continuously differentiable function such thathas one sign throughout and does not vanish identically on any open subset. Then has no periodic orbit contained in .
Indeed, if a periodic orbit existed, simple connectivity would put its interior inside . The vector field , and hence , is tangent to , so its outward flux is zero. The divergence theorem would givecontradicting the sign hypothesis.
The Poincaré-Bendixson theorem states that a nonempty compact omega-limit set of a continuously differentiable planar flow that contains no equilibrium point is a periodic orbit. More generally, when the omega-limit set contains only finitely many equilibria, it is either an equilibrium, a periodic orbit, or a union of equilibria and connecting trajectories.
Past exam of the mathematics course of the University of Cambridge 2020 ii Paper 2 32E b iii Solution Created 2026-09-24 Updated 2026-10-14
The Jacobian matrix at the origin isIts eigenvalues areThus, when , the origin is a hyperbolic repelling spiral. By part (ii), every forward trajectory is eventually trapped in a compact disc. For the hypothesis says that the origin is the only equilibrium; choose any nonstationary trajectory sufficiently close to it. Its omega-limit set is nonempty and compact, and it cannot contain the repelling origin. The Poincaré-Bendixson theorem then says that this omega-limit set is a periodic orbit. Combining the restrictions gives
Past exam of the mathematics course of the University of Cambridge 2020 ii Paper 3 31E b i Solution Created 2026-09-24 Updated 2026-09-29
On the two vertical sides of the square, the component of the vector field satisfiesOn the horizontal sides,Thus the vector field never points outward through the boundary, so the closed square is a positively invariant set and trajectories cannot leave .
At a fixed point, gives . Substitution into givesFor , both and are positive; for , both are negative. Hence , and then , is the unique equilibrium point in .
This alone does not prove that lies in the domain of stability. A compact trapping region containing a unique equilibrium can also contain a periodic orbit or another nontrivial omega-limit set.
Past exam of the mathematics course of the University of Cambridge 2023 ii Paper 1 32A a Solution Created 2026-09-24 Updated 2026-10-14
Dulac theorem states the following. Let be a simply connected region for the planar system , and suppose there is a continuously differentiable function for whichhas one strict sign throughout . Then there is no periodic orbit contained in .
To prove it, suppose a periodic orbit existed and let be its interior. Simple connectedness ensures . By the planar divergence theorem,The vector field is tangent to its trajectory , so its scalar product with the outward normal vanishes. The right-hand side is therefore zero. The left-hand side cannot be zero because its integrand has one strict sign, a contradiction.
The Poincaré-Bendixson theorem states that if a forward trajectory of a smooth planar system remains in a compact set and its nonempty omega-limit set contains no equilibrium point, then that omega-limit set is a periodic orbit.
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.

