However, some Dynamical systems are stochastic, in that random events affect the evolution of the state variables.
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However, some Dynamical systems are stochastic, in that random events affect the evolution of the state variables.
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Study of dynamical systems is the focus of dynamical systems theory, which has applications to a wide variety of fields such as mathematics, physics, biology, chemistry, engineering, economics, history, and medicine.
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Dynamical systems are a fundamental part of chaos theory, logistic map dynamics, bifurcation theory, the self-assembly and self-organization processes, and the edge of chaos concept.
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Simple dynamical systems, knowing the trajectory is often sufficient, but most dynamical systems are too complicated to be understood in terms of individual trajectories.
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Dynamical systems created the modern theory of the stability of a dynamical system.
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Dynamical systems outlined a research program carried out by many others.
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Dynamical systems are usually defined over a single independent variable, thought of as time.
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Such Dynamical systems are useful for modeling, for example, image processing.
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Some Dynamical systems have a natural measure, such as the Liouville measure in Hamiltonian Dynamical systems, chosen over other invariant measures, such as the measures supported on periodic orbits of the Hamiltonian system.
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Concept of evolution in time is central to the theory of dynamical systems as seen in the previous sections: the basic reason for this fact is that the starting motivation of the theory was the study of time behavior of classical mechanical systems.
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Linear dynamical systems can be solved in terms of simple functions and the behavior of all orbits classified.
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For nonlinear Dynamical systems this is one of the conditions for chaotic behavior.
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Qualitative properties of dynamical systems do not change under a smooth change of coordinates : a singular point of the vector field will remain a singular point under smooth transformations; a periodic orbit is a loop in phase space and smooth deformations of the phase space cannot alter it being a loop.
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Hyperbolic systems are precisely defined dynamical systems that exhibit the properties ascribed to chaotic systems.
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