Topic 5.17 · AI Higher Level

Two numbers decide the whole story

Coupled differential equations, the five shapes they can make, and reading which one you have straight off the eigenvalues.

Higher Level

Two quantities changing together, each depending on both. You cannot draw x against t and y against t and see what is going on, so instead plot x against y and draw the paths. Pick a system and tap anywhere to release a particle.

Tap to release a particle.
–the system
–eigenvalues
–classification

How to classify one

For dx/dt = ax + by and dy/dt = cx + dy, find the eigenvalues of [[a, b], [c, d]] and read the table.

EigenvaluesShapeWhat happens
both real, both negativestable nodeeverything is drawn into the origin
both real, both positiveunstable nodeeverything is thrown outwards
real, opposite signssaddlepulled in one way, flung out the other
complex, negative real partstable spiralspirals inwards
complex, positive real partunstable spiralspirals outwards
purely imaginarycentreclosed loops, going round forever

The real part decides in or out. The imaginary part decides whether it turns. That one sentence is the entire classification, and it is quicker than memorising six pictures.

Finding the eigenvalues

trace= a + d,   determinant = ad − bc λ= trace ± √(trace² − 4 × determinant) 2

If what is under the root is negative, the eigenvalues are complex and the trajectories turn. For [[0, 1], [1, 0]] the trace is 0 and the determinant is −1, so λ = ±1: opposite signs, which is a saddle.

A saddle is never stable, even though some paths head straight for the origin. Release a particle on the incoming line in the saddle above, then release one a hair off it: the second one turns away. In a real population that means a balance that cannot survive a nudge.

What it means in context

The origin is the equilibrium point: both rates are zero, so nothing changes. A stable node or spiral means the system returns there after a disturbance. A saddle or an unstable node means it does not. For two interacting populations, that is the difference between a balance that holds and one that collapses.

Your turn

1. A system has eigenvalues 2 and −3. The origin is:

2. Eigenvalues are −1 ± 2i. The trajectories:

3. For [[0, 1], [−1, 0]] the eigenvalues are purely imaginary. What does that mean for a population modelled by it?

Where the marks go

Finding the eigenvalues correctly is the calculation mark, and the trace and determinant route is faster and safer than expanding the determinant by hand.

Naming the type and saying what it means is the mark most often dropped. "Complex with negative real part, so a stable spiral, so the populations settle towards the equilibrium" is a complete answer. The word "spiral" alone is not.

If asked to sketch, get the direction arrows right. A correct shape pointing the wrong way scores very little.

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