RayleighBenard¶
Systems / ODEs / Climate & geophysics
A three-mode Saltzman truncation of thermal convection heated from below — the convection family from which the Lorenz attractor descends.
Definition¶
\[
\begin{aligned}
\dot{x} &= - a x + a y \\
\dot{y} &= r y - x z \\
\dot{z} &= - b z + x y
\end{aligned}
\]
Parameters¶
| Symbol | Default | Role |
|---|---|---|
a |
30 |
Prandtl-like diffusion ratio |
b |
5 |
geometric aspect-ratio damping |
r |
18 |
reduced Rayleigh number (convective driving) |
State variables: x, y, z
Properties¶
Lyapunov spectrum
TODO — lyapunov_spectrum failed: AttributeError
Kaplan–Yorke dimension
TODO — requires a numeric Lyapunov spectrum
Divergence ∇·f
$\nabla\!\cdot f = - a - b + r$
constant
constant
Equilibria
3 equilibria
0 stable · 3 unstable
0 stable · 3 unstable
Use it in TSDynamics¶
import tsdynamics as ts
system = ts.systems.RayleighBenard()
traj = system.run(final_time=100.0, dt=0.01)
ts.plot(traj)
spectrum = ts.analysis.lyapunov_spectrum(system)
ts.analysis.kaplan_yorke_dimension(spectrum)
Reference¶
Yanagita & Kaneko (1995), Physica D 82, 288-313
doi:10.1016/0167-2789(94)00233-g