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Encyclopedia > Strange attractor

In the study of dynamical systems, an attractor is a 'set', 'curve', or 'space' to which a system irreversibly evolves, if left undisturbed. It is otherwise known as a 'limit set'. There are five known types of attractors; point attractors, periodic point attractors, periodic attractors, strange attractors, and spatial attractors, all of which are discussed below. Attractors are the pinnacle and origin of chaos theory.

Contents

Example

For instance, if you drop a book, it will land on the floor, and stop moving. This final state is the attractor of the system of "the book dropping". The book has now lost its potential energy, and is in a state of equilibrium. The type of attractor exhibited by this phenomena is known as a 'point attractor', because the limit set consists of a single point: position = constant, velocity = zero, acceleration = zero. Mathematically stated (see differential equations), we say:

Phase space

The trajectory representation of a single-variable system is:


That is, state(x) is a function of time(t). Similarly, for a multi-variable system, we express x as a vector:

And say that:



The phase space representation of a single-variable system, however, expresses the change of state of the system with respect to time(dx/dt) as a function of the current state of the system:

Or, in vector notation:

Where F is a transformation matrix (see control systems) or tensor describing a nonlinear transformation, mapping x onto a new coordinate system:

As time approaches infinity (t → ∞), the coordinate system contracts into a limit set, or attractor.


Five types of attractors

Point attractor

A point attractor is a fixed point that a system evolves towards, such as a falling book, a damped pendulum, or the halting state of a computer. Compare this to a fixed point of a function.


Periodic Point attractor

A periodic point attractor is a finite-length repeating loop of discrete states, i.e. a repeating succession of 'quasi'-point attractors (quasi in that they are only point attractors in a (temporally) local sense). Examples include the time on a digital clock or an infinite loop of a computer.


Periodic attractor (a.k.a. limit-cycle)

A periodic attractor is a repeating loop of states. A planet orbiting around a star is an example of a periodic attractor. Also, an undamped pendulum and an infinite loop on a digital computer are examples of periodic attractors.


Image:Limitcycle.jpg


Strange attractor

A strange attractor is a non-periodic attractor. This is the most common type of (not spatially-extended) attractor. It is characterized by a set of coupled nonlinear ordinary differential equations. The first strange attractor discovered was the Lorenz attractor, discovered by the meteorologist Edward Lorenz, while simulating weather on a computer.


Image:LorenzAttractor.png


The Lorenz attractor is defined by a set of 3 coupled nonlinear differential equations:

where a = 10, b = 28, c = 8 / 3. Strange attractors have fractal structure.


These last two types of attractors are exhibited by what are called dissipative systems. Dissipative systems are systems not in thermodynamic equilibrium, but constantly "evolving towards" equilibrium. That is, they are characterized by a flow of entropy, and mutually, a flow of energy.


Spatial attractor

Spatial attractors are unique from the other types of attractors in that they are spatially extended. Examples of spatial attractors include Turing structures and pseudo-examples include periodic point attractors in cellular automata. See also excitable medium.


Image:GameOfLife.GIF


Above: Pseudo-example of a spatial attractor - a glider in Conway's Game of Life.


Further reading

External links

  • A gallery of polynomial strange attractors (http://ccrma-www.stanford.edu/~stilti/images/chaotic_attractors/poly.html)

  Results from FactBites:
 
Attractor - Wikipedia, the free encyclopedia (899 words)
Until the 1960s, as evidenced by textbooks of that era, attractors were thought of as being geometrical subsets of the phase space: points, lines, surfaces, volumes.
Strange attractors are often differentiable in a few directions and like a Cantor dust (and therefore not differentiable) in others.
The Hénon attractor and the Lorenz attractor are examples of strange attractors.
Strange attractor - definition of Strange attractor in Encyclopedia (575 words)
Attractors are the pinnacle and origin of chaos theory.
A point attractor is a fixed point that a system evolves towards, such as a falling book, a damped pendulum, or the halting state of a computer.
The first strange attractor discovered was the Lorenz attractor, discovered by the meteorologist Edward Lorenz, while simulating weather on a computer.
  More results at FactBites »


 

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