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Introduction: Motivating examples

Published online by Cambridge University Press:  21 March 2010

Jerzy Zabczyk
Affiliation:
Polish Academy of Sciences
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Summary

As we have said in the Preface, stochastic evolution equations in infinite dimensions are natural generalizations of stochastic ordinary differential equations and their theory has motivations coming both from mathematics and the natural sciences: physics, chemistry and biology.

We present here several examples of stochastic equations of the form (0.1), together with some comments concerning their derivations. Examples 0.1 - 0.3 have purely mathematical motivations, Examples 0.4 - 0.6 come from physics, Example 0.7 from chemistry and 0.8 - 0.9 from biology.

Lifts of diffusion processes

Consider an ordinary stochastic differential equation on Rd of the form

where f and b1, …,bN are continuous mappings from Rd into Rd. Let us fix a closed subset KRd and let E be a Hilbert space of mappings from K into Rd contained in the space C(K;Rd) of continuous mappings from K into Rd. The following equation on E:

in which

is called the lift of (0.2) to E.

Note that if the identity mapping Id(ξ) : Id(ξ) = ξ ∈ K belongs to E and there exists a solution to (0.3) with x = Id then the formula:

defines a version of the solution to (0.2) continuously depending on the initial condition ξ. Such versions are called stochastic flows. If in addition the space E consists of diffeomorphisms then the stochastic flow (0.4) is the flow of diffeomorphisms. This way one can obtain basic results about stochastic flows from elementary facts on stochastic equations with values in infinite dimensional spaces and known results about Sobolev spaces. See [37] for a detailed exposition of the subject.

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Publisher: Cambridge University Press
Print publication year: 1992

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