Dynamical Systems - History - Backgrounds |
The State Space
and
The Dynamic
In qualitative
dynamics, one describes the instantaneous configuration of a system as
a list of numbers; each number denoting the value of some property of the
system. In the case of a simple pendulum, the instantaneous configuration
is completely described by two numbers---the position of the pendulum bob
and its velecity. This list of numbers is called the system's state. For
more complicated systems, say, like a chain of N pendula coupled together,
the state of the system is much larger. It requires, in this case, 2N
numbers to completely specify the state of the entire system.
The collection of all possible configurations of a system is called
the state space. It has a dimension equal to the number of numbers
required to specify the system's configurations.
The temporal behavior of a system is then viewed as the succession of
states in the system's state space. One imagines a line being traced out
as a system moves from one state to the next. These lines are called
either "trajectories" or "orbits"---vocabulary that reminds us of the
origins of qualitative
dynamics in Poincare's
study of planetary motion.
The rules that take a system in a given state to its next state over
time are collected together in the "dynamic" or, equivalently, in the
system's "equations of motion". Geometrically, we imagine that each state
in the state space has a little arrow attached that indicates what state
to move to next. The set of all these arrows is the dynamic, which
determines the system's temporal behavior in an incremental or
step-by-step manner.
The state the system starts in is called the "initial condition". The
system's behavior unfolds from the initial condition by simply following
the dynamic's arrows from state to state.
One of the main goals of qualitative
dynamics is to detect and analyze the different types of trajectories
and other objects in the state space that govern a system's behavior.
The long-time behavior of a (stable) system is called an attractor,
which is simply the list of states the system eventually moves towards. In
fact, most systems have several distinct attractors, so that depending on
which initial condition the system starts in, the long-time behavior can
be quite different and end up in different parts of the state space.
Qualitative dynamics classifies attractors into three rough
categories---fixed point attractors, limit cycle attractors, and chaotic
attractors. These describe three different kinds of temporal
behavior---equilibrium, oscillation, and unpredictable behavior,
respectively.
The set of all initial conditions that go to a given attractor is
called the attractor's "basin". The boundaries between the basins are
called separatrices.
In one sense, a qualitative dynamics analysis of a system is complete
when one lists all of the system's separatrices, basins, and attractors.
This collection is called the system's "attractor-basin
portrait". |
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