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Variational Principles in Conformation Dynamics - FU Berlin, FB MI

Variational Principles in Conformation Dynamics - FU Berlin, FB MI

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I. IntroductionStochastic dynamical systems play an important role <strong>in</strong> many branches of mathematicsand applications. Loosely speak<strong>in</strong>g, such a system is a superposition of a determ<strong>in</strong>isticdynamical system with random fluctuations, often called “noise“. A typical example is thesimulation of molecules (molecular dynamics, MD). In pr<strong>in</strong>ciple, one could model a moleculeas a classical physical system by assign<strong>in</strong>g to each atom its three spatial and three momentumcoord<strong>in</strong>ates and propagate these coord<strong>in</strong>ates us<strong>in</strong>g some dynamical model. S<strong>in</strong>ce the moleculecan typically exchange heat with its surround<strong>in</strong>gs, energy is not conserved, which means thatclassical Hamiltonian dynamics is not a suitable dynamical model. Instead, the exchange ofheat is usually modelled by some random <strong>in</strong>fluence. As an example, one can use Smoluchowskidynamics: If we denote the number of atoms by N and the 3N-dimensional position vectorby x, thetimeevolutionisgivenbythestochasticdifferentialequationẋ(t) = 1mγ ∇V (x(t)) + √ 2DdW t .(I.1)Here, V is the potential energy function of the system, D is the diffusion constant, γ denotesfriction and W t is 3N-dimensional Brownian motion. We will come back to this model <strong>in</strong>more detail at a later po<strong>in</strong>t, but note that this equation def<strong>in</strong>es a stochastic process <strong>in</strong>steadof a determ<strong>in</strong>istic dynamical system. Instead of ask<strong>in</strong>g for a determ<strong>in</strong>istic position <strong>in</strong> the3N-dimensional state space, we ask for the probability to f<strong>in</strong>d the system <strong>in</strong> a certa<strong>in</strong> regionof the state space.Molecular systems very often display so called conformations, ormetastablestates. Thismeans that while the system still oscillates and fluctuates, the overall geometry rema<strong>in</strong>s thesame for long times, [Schütte, Huis<strong>in</strong>ga, Deuflhard, Fischer, 1999]. Only occasionally, transitionsfrom one conformation to another can be observed. An example of this phenomenonis shown <strong>in</strong> Figure I.1. A quantity of <strong>in</strong>terest would be the average wait<strong>in</strong>g time until suchatransitionoccurs,becauseitwouldhelptounderstandtheoverallbehaviourofsuchamolecule.It has also been shown by [Schütte, Huis<strong>in</strong>ga, Deuflhard, Fischer, 1999] thatthetimeevolutionof probability densities described above can be computed by the action of a l<strong>in</strong>ear<strong>in</strong>tegral operator, called the propagator. Moreover, the spectral properties of this operator

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