Logistic¶
Systems / Maps / Population maps
The logistic map — one quadratic line whose period-doubling cascade is the textbook road to chaos.
Definition¶
\[
\begin{aligned}
x' &= r x \left(1 - x\right)
\end{aligned}
\]
Parameters¶
| Symbol | Default | Role |
|---|---|---|
r |
3.9 |
growth rate (the bifurcation parameter) |
State variables: x
Properties¶
Lyapunov spectrum
$+0.6931$
exact result at r = 4
exact result at r = 4
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.Logistic()
traj = sys.iterate(steps=10_000)
exps = sys.lyapunov_spectrum()
ts.kaplan_yorke_dimension(exps)
Reference¶
May (1976), Nature 261, 459-467
