Skip to content
ISEGORIABenjamin Haire

ISEGORIA / MATH ENCYCLOPEDIA

Dynamical systems: stability and chaos

Phase portraits, changing equilibria, and sensitive dependence.

Before you begin: Derivatives and elementary differential equations

Predict, manipulate, then check your reasoning against the example and question. Graphs illustrate the mathematics; they do not replace a proof.

1. A spiral in phase space

The arrows give the instantaneous direction of motion. Change the growth rate to turn a decaying spiral into a growing one. The trajectory is an exact solution, sampled for display.

Worked example. At a=-0.2 the radius is multiplied by exp(-0.2t).

Watch out. A center at a=0 is stable but not asymptotically stable.

What changes sign at the stability threshold?

The real parts of the eigenvalues a±i.

Reference: MIT · Nonlinear Dynamics: Chaos

2. A saddle-node bifurcation

Move the parameter through zero. Two equilibria are born when the graph first touches and then crosses the horizontal axis. Arrows show the sign of the velocity.

Worked example. For μ=1, x=1 is attracting and x=-1 is repelling.

Watch out. At μ=0 the equilibrium attracts from only one side. A zero derivative alone does not classify stability.

How many real equilibria exist when μ is negative?

None, because x² cannot equal a negative number.

Reference: MIT · Nonlinear Dynamics: Chaos

3. The logistic map

Compare two orbits whose starting values differ by one millionth. Parameter changes can produce convergence, cycles, or sensitive dependence. The lower panel samples long-run values across parameters.

Worked example. For r=2, most interior initial values approach 1/2.

Watch out. A finite orbit is not a proof of chaos. Periodic windows occur inside the complicated parameter region.

Does r greater than 3 always imply chaos?

No. Stable periodic cycles also occur.

Reference: MIT · Nonlinear Dynamics: Chaos

Continue exploring

Linear algebra: the geometry of transformationsFourier analysis: functions made of wavesOptimization: the geometry of the best choiceProbability: learning from uncertaintyGroup theory: symmetry as algebraAlgebraic topology: detecting holesNumerical analysis: when computation misleadsNumber theory: patterns in the integersGraph theory: routes, trees, and networksPartial differential equations: fields in motionInformation theory: uncertainty and codesCalculus of variations: paths and principlesClassical mechanics: motion and forcesElectromagnetism: fields and inductionOptics: rays, waves, and colourThermodynamics: energy, work, and entropyQuantum mechanics: amplitudes and spinComplex analysis: maps, residues, and harmonic fieldsFluid dynamics: flow, pressure, and vorticityStatistics and inference: signals in dataSpecial relativity: space, time, and lightDifferential geometry: curvature and shapeStatistical mechanics: microstates and temperatureMeasure theory: size, approximation, and convergenceMarkov chains: transition, stationarity, and absorptionDifferential forms: circulation, curl, and pullbacksGeneral relativity: curvature, clocks, and lightFunctional analysis: norms, projections, and operatorsPlasma physics: screening, orbits, and wavesLie groups and Lie algebras: continuous symmetryHamiltonian mechanics: phase space and its geometryStochastic processes: Brownian motion and noiseSolid-state physics: waves in a crystalControl theory: feedback, poles, and stabilityLogic and computability: what can be computedHyperbolic geometry: where parallels multiplyRigid-body dynamics: spinning, tumbling, precessingElliptic curves: geometry that addsAtomic physics: orbitals and spectraQuaternions: rotation as multiplicationPush-forward and pullback: integrating through a mapKnot theory: telling tangles apartFractal geometry: dimension between the integersQuantum information: entanglement and its limitsCosmology: the expanding universeCellular automata: computation from local rulesComplex systems: order from many simple partsGalois theory: the symmetry of equationsMagnetism and the Ising model: order from alignmentOscillators and escapements: how a watch keeps timeGears and mechanisms: transmitting motion exactlyQuartz resonators: a crystal that keeps timeLoudspeakers: the moving-coil driverFilters and crossovers: splitting sound between driversRoom acoustics: the room is part of the speakerWavelets: zooming in on a signalLaser physics: light that copies itselfRepresentation theory: groups acting as matricesSemiconductor physics: bands, doping, junctions

Back to the math encyclopedia