Ulam¶
The Ulam map (logistic at r=4) — exactly chaotic with a known invariant density.
Definition¶
\[
\begin{aligned}
y_{0}' &= a - b y_{0}^{2}
\end{aligned}
\]
Parameters¶
| Symbol | Default | Role |
|---|---|---|
a |
1 |
map offset (a=1 gives the ergodic regime) |
b |
2 |
quadratic gain (b=2 gives the ergodic regime) |
Properties¶
Lyapunov spectrum
$+0.6922$
computed at build
computed at build
Kaplan–Yorke dimension
$D_{KY} = 1$
Divergence ∇·f
n/a — discrete map — flow divergence undefined (per-step contraction is |det J|)
Equilibria
2 fixed points
0 stable · 2 unstable
0 stable · 2 unstable
Define it in TSDynamics¶
import tsdynamics as ts
sys = ts.systems.Ulam()
traj = sys.iterate(steps=10_000)
exps = sys.lyapunov_spectrum()
ts.kaplan_yorke_dimension(exps)
Reference¶
Ulam & von Neumann (1947), Bull. Amer. Math. Soc. 53, 1120
