Reduced ordered modelling of time delay systems using galerkin approximations and eigenvalue decomposition
In this paper, an r -dimensional reduced-order model (ROM) for infinite-dimensional delay differential equations (DDEs) is developed. The eigenvalues of the ROM match the r rightmost characteristic roots of the DDE with a user-specified tolerance of ε . Initially, the DDE is approximated by an N -di...
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Veröffentlicht in: | International journal of dynamics and control 2019-09, Vol.7 (3), p.1065-1083 |
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Hauptverfasser: | , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
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Zusammenfassung: | In this paper, an
r
-dimensional reduced-order model (ROM) for infinite-dimensional delay differential equations (DDEs) is developed. The eigenvalues of the ROM match the
r
rightmost characteristic roots of the DDE with a user-specified tolerance of
ε
. Initially, the DDE is approximated by an
N
-dimensional set of ordinary differential equations using Galerkin approximations. However, only
N
c
(
<
N
)
eigenvalues of this
N
-dimensional model match (with a tolerance of
ε
) the rightmost characteristic roots of the DDEs. By performing numerical simulations, an empirical relationship for
N
c
is obtained as a function of
N
and
ε
for a scalar DDE with multiple delays. Using eigenvalue decomposition, an
r
(
=
N
c
)
dimensional model is constructed. First, an appropriate
r
is chosen, and then the minimum value of
N
at which at least
r
roots converge is selected. For each of the test cases considered, the time and frequency responses of the original DDE obtained using direct numerical simulations are compared with the corresponding
r
- and
N
-dimensional systems. By judiciously selecting
r
, solutions of the ROM and DDE match closely. Next, an
r
-dimensional model is developed for an experimental 3D hovercraft in the presence of delay. The time responses of the
r
-dimensional model compared favorably with the experimental results. |
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ISSN: | 2195-268X 2195-2698 |
DOI: | 10.1007/s40435-019-00510-3 |