Ritter, Klaus ;
Müller-Gronbach, Thomas
Lower Bounds and Non-Uniform Time Discretization for Approximation of Stochastic Heat Equations
Abstract
We study algorithms for approximation of the mild solution
of stochastic heat equations on the spatial domain ]0,1[^d.
The error of an algorithm is defined in L_2-sense.
We derive lower bounds for the error of every algorithm
that uses a total of N evaluations of one-dimensional components
of the driving Wiener process W. For equations with additive
noise we derive matching upper bounds and we construct
asymptotically optimal algorithms. The error bounds depend on
N and d, and on the decay of eigenvalues of the covariance of W
in the case of nuclear noise. In the latter case the use of
non-uniform time discretizations is crucial.
BibTeX - Entry
@InProceedings{ritter_et_al:DSP:2005:151,
author = {Klaus Ritter and Thomas M{\"u}ller-Gronbach},
title = {Lower Bounds and Non-Uniform Time Discretization for Approximation of Stochastic Heat Equations},
booktitle = {Algorithms and Complexity for Continuous Problems},
year = {2005},
editor = {Thomas M{\"u}ller-Gronbach and Erich Novak and Knut Petras and Joseph F. Traub},
number = {04401},
series = {Dagstuhl Seminar Proceedings},
ISSN = {1862-4405},
publisher = {Internationales Begegnungs- und Forschungszentrum f{\"u}r Informatik (IBFI), Schloss Dagstuhl, Germany},
address = {Dagstuhl, Germany},
URL = {http://drops.dagstuhl.de/opus/volltexte/2005/151},
annote = {Keywords: Stochastic heat equation , Non-uniform time discretization , minimal errors , upper and lower bounds}
}
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Keywords: |
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Stochastic heat equation , Non-uniform time discretization , minimal errors , upper and lower bounds |
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Seminar: |
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04401 - Algorithms and Complexity for Continuous Problems
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Issue date: |
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2005 |
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Date of publication: |
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19.04.2005 |