Lorenz equation


0.1 The history

The Lorenz equationMathworldPlanetmath was published in 1963 by a meteorologist and mathematician from MIT called Edward N. Lorenz. The paper containing the equation was titled “Deterministic non-periodic flows” and was published in the Journal of Atmospheric Science. What drove Lorenz to find the set of three dimensional ordinary differential equationsMathworldPlanetmath was the search for an equation that would “model some of the unpredictable behavior which we normally associate with the weather”[SC]. The Lorenz equation represent the convective motion of fluid cell which is warmed from below and cooled from above.[SC] The same system can also apply to dynamos and laser. In addition some of its popularity can be attributed to the beauty of its solution. It is also important to state that the Lorenz equation has enough properties and interesting behavior that whole books are written analyzing results.

0.2 The equation

The Lorenz equation is commonly defined as three coupled ordinary differential equation like

dxdt = σ(y-x)
dydt = x(τ-z)-y
dzdt = xy-βz

where the three parameter σ, τ, β are positive and are called the Prandtl number, the Rayleigh number, and a physical proportion, respectively. It is important to note that the x, y, z are not spacial coordinatePlanetmathPlanetmath. The ”x is proportional to the intensity of the convective motion, while y is proportional to the temperature difference between the ascending and descending currents, similar signs of x and y denoting that warm fluid is rising and cold fluid is descending. The variable z is proportional to the distortion of vertical temperature profile from linearity, a positive value indicating that the strongest gradients occur near the boundaries.” [LNE]

0.3 Properties of the Lorenz equations


  • The Lorenz equation has the following symmetry of ordinary differential equation:

    (x,y,z)(-x,-y,z)

    This symmetry is present for all parameters of the Lorenz equation (see natural symmetry of the Lorenz equation).


  • The z-axis is invariant, meaning that a solution that starts on the z-axis (i.e. x=y=0) will remain on the z-axis. In addition the solution will tend toward the origin if the initial conditionMathworldPlanetmath are on the z-axis.


  • To solve for the equilibrium points we let 𝐱˙=f(𝐱)=[σ(y-x)x(τ-z)-yxy-βz] and we solve f(𝐱)=0. It is clear that one of those equilibrium point is 𝐱0=(0,0,0) and with some algebraic manipulation we detemine that 𝐱C1=(β(τ-1),β(τ-1),τ-1) and 𝐱C2=(-β(τ-1),-β(τ-1),τ-1) are equilibrium points and real when τ>1.


  • If σ,τ,β>0 then all solution of the Lorenz equation will enter an ellipsoid centered at (0,0,2τ) in finite time. In addition the solution will remain inside the ellipsoid once it has entered. It follows by definition that the ellipsoid is an attracting set. (see all solution of the Lorenz equation enter an ellipsoid)

0.4 An example


(The x solution with respect to time.)


(The y solution with respect to time.)


(The z solution with respect to time.)


the above is the solution of the Lorenz equation with parameters σ=10, τ=28 and β=8/3(which is the classical example). The inital condition of the system is (x0,y0,z0)=(3,15,1).

0.5 Experimenting with octave

By changing the parameters and initial condition one can observe that some solution will be drastically different. (This is in no way rigorous but can give an idea of the qualitative property of the Lorenz equation.)

\PMlinkescapetext{function} y = lorenz (x, t)
y = [10*(x(2) - x(1));
     x(1)*(28 - x(3)) - x(2);
     x(1)*x(2) - 8/3*x(3)];
endfunction
solution = lsode ("lorenz", [3; 15; 1], (0:0.01:50)');

gset parametric
gset xlabel "x"
gset ylabel "y"
gset zlabel "\PMlinkescapetext{z}"
gset nokey
gsplot solution

References

  • LNE Lorenz, N. Edward: Deterministic non-periodic flows. Journal of Atmospheric Science, 1963.
  • MM Marsden, E. J. McCracken, M.: The Hopf Bifurcation and Its Applications. Springer-Verlag, New York, 1976.
  • SC Sparow, Colin: The Lorenz Equations: BifurcationsMathworldPlanetmath, Chaos and Strange Attractors. Springer-Verlag, New York, 1982.

.6 See also

  • Paul Bourke, http://astronomy.swin.edu.au/p̃bourke/fractals/lorenz/The Lorenz Attractor in 3D

Title Lorenz equation
Canonical name LorenzEquation
Date of creation 2013-03-22 13:42:21
Last modified on 2013-03-22 13:42:21
Owner Daume (40)
Last modified by Daume (40)
Numerical id 19
Author Daume (40)
Entry type Definition
Classification msc 34-00
Classification msc 65P40
Classification msc 65P30
Classification msc 65P20
Classification msc 65P99
Synonym Lorenz attractor