Fixed point
A fixed point
- For a differential system this means
; whereas𝑓 ( 𝐱 ) = 0 - For an iterated map this means
.𝑓 ( 𝐱 ) = 𝐱
A fixed point corresponds precisely to an Invariant set of cardinality one.
Classification
Stability
A fixed point may be
- stable, meaning small perturbations decay back to the point
- Lyapunov stable if for every neighbourhood
of𝑈 there exists a neighbourhood𝑥 ∗ of𝑉 such that𝑥 ∗ for allΦ 𝑡 𝑥 ∈ 𝑈 and𝑡 > 0 .𝑥 ∈ 𝑉 - Asymptotically stable if it Lyapunov stable of in addition to being Lyapunov stable,
there exists a neighbourhood
of𝑈 such that𝑥 ∗ for alll i m 𝑡 → ∞ Φ 𝑡 𝑥 = 𝑥 ∗ .𝑥 ∈ 𝑈
- Lyapunov stable if for every neighbourhood
- unstable, meaning small perturbations increase away from the point
- Lyapunov unstable if for every neighbourhood
of𝑈 there exists a neighbourhood𝑥 ∗ of𝑉 such that𝑥 ∗ for allΦ 𝑡 𝑥 ∈ 𝑈 and𝑡 < 0 .𝑥 ∈ 𝑉 - Asymptotically unstable if it Lyapunov stable of in addition to being Lyapunov stable,
there exists a neighbourhood
of𝑈 such that𝑥 ∗ for alll i m 𝑡 → − ∞ Φ 𝑡 𝑥 = 𝑥 ∗ .𝑥 ∈ 𝑈
- Lyapunov unstable if for every neighbourhood
- A centre.
These can be identified qualitatively in a Phase portrait. Quantitatively it is described by
Contraction
The dynamics at a fixed point is said to be contracting iff an infinitesimal ball of initial conditions around a fixed point shrink over time. This can occur for both unstable and half-stable points. Using Linear stability analysis, contracting dynamics corresponds to a negative Jacobian trace in the continuous case and a Jacobian determinant less than one in the discrete case. A system that is contracting at all points (fixed or not) is called a Dissipative system.
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