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Verifying computer solutions to discrete-time dynamical systems Urminsky, David John
Abstract
Chaotic dynamical systems exhibit sensitive dependence on initial conditions. Round-off errors introduced in computer simulations may cause a computed orbit to quickly diverge from the true orbit. One may therefore question the validity of these computations. Shadowing provides a means for studying the validity of a computation. If we are able to show that a true solution with a different initial condition, called a shadowing orbit, stays close to a computed solution, which we call a pseudo-orbit, then perhaps the computed solution has some validity. We will investigate two methods for proving the existence of a shadowing orbit. The first method comes from two theorems by Chow and Palmer. These theorems provide us with sufficient conditions for when a pseudo-orbit is shadowed by a true orbit and provide us with a bound on the shadowing distance of a true orbit. The second method is by Grebogi, Hammel, Yorke and Sauer. Their method contains a pseudo-orbit in a carefully constructed sequence of parallelograms which helps to prove the existence of a shadowing orbit. These two methods will then be used to prove the existence of a shadowing orbit for examples in one and two dimensions. Finally we will discuss a refinement technique which takes a 'noisy' orbit and produces a less 'noisy' orbit which shadows the original orbit. This technique will then be applied to some examples to find a numerical shadow for a pseudo-orbit.
Item Metadata
Title |
Verifying computer solutions to discrete-time dynamical systems
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Creator | |
Publisher |
University of British Columbia
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Date Issued |
2000
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Description |
Chaotic dynamical systems exhibit sensitive dependence on initial conditions. Round-off
errors introduced in computer simulations may cause a computed orbit to quickly diverge
from the true orbit. One may therefore question the validity of these computations.
Shadowing provides a means for studying the validity of a computation. If we are able to
show that a true solution with a different initial condition, called a shadowing orbit, stays
close to a computed solution, which we call a pseudo-orbit, then perhaps the computed
solution has some validity. We will investigate two methods for proving the existence of
a shadowing orbit. The first method comes from two theorems by Chow and Palmer.
These theorems provide us with sufficient conditions for when a pseudo-orbit is shadowed
by a true orbit and provide us with a bound on the shadowing distance of a true orbit.
The second method is by Grebogi, Hammel, Yorke and Sauer. Their method contains a
pseudo-orbit in a carefully constructed sequence of parallelograms which helps to prove
the existence of a shadowing orbit. These two methods will then be used to prove the
existence of a shadowing orbit for examples in one and two dimensions. Finally we will
discuss a refinement technique which takes a 'noisy' orbit and produces a less 'noisy' orbit
which shadows the original orbit. This technique will then be applied to some examples
to find a numerical shadow for a pseudo-orbit.
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Extent |
2693264 bytes
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Genre | |
Type | |
File Format |
application/pdf
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Language |
eng
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Date Available |
2009-07-09
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Provider |
Vancouver : University of British Columbia Library
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Rights |
For non-commercial purposes only, such as research, private study and education. Additional conditions apply, see Terms of Use https://open.library.ubc.ca/terms_of_use.
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DOI |
10.14288/1.0080030
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URI | |
Degree | |
Program | |
Affiliation | |
Degree Grantor |
University of British Columbia
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Graduation Date |
2000-05
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Campus | |
Scholarly Level |
Graduate
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Aggregated Source Repository |
DSpace
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Item Media
Item Citations and Data
Rights
For non-commercial purposes only, such as research, private study and education. Additional conditions apply, see Terms of Use https://open.library.ubc.ca/terms_of_use.