[article]
Titre : |
Realization-preserving structure and order reduction of nonlinear energetic system models using energy trajectory correlations |
Type de document : |
texte imprimé |
Auteurs : |
Tulga Ersal, Auteur ; Hosam K. Fathy, Auteur ; Jeffrey L. Stein, Auteur |
Année de publication : |
2009 |
Article en page(s) : |
08 p. |
Note générale : |
dynamic systems |
Langues : |
Anglais (eng) |
Mots-clés : |
lumped dynamic system model new energy-based metric correlation energy flow pattern Karhunen–Loève expansion |
Résumé : |
Previous work by the authors developed algorithms for simplifying the structure of a lumped dynamic system model and reducing its order. This paper extends this previous work to enable simultaneous model structure and order reduction. Specifically, it introduces a new energy-based metric to evaluate the relative importance of energetic connections in a model. This metric (1) accounts for correlations between energy flow patterns in a model using the Karhunen–Loève expansion; (2) examines all energetic connections in a model, thereby assessing the relative importance of both energetic components and their interactions, and enabling both order and structural reduction; and (3) is realization preserving, in the sense of not requiring a state transformation. A reduction scheme based on this metric is presented and illustrated using a simple example. The example shows that the proposed method can successfully concurrently reduce model order and structure without requiring a realization change, and that it can provide an improved assessment of the importance of various model components due to its correlation-based nature. |
DEWEY : |
629.8 |
ISSN : |
0022-0434 |
En ligne : |
http://dynamicsystems.asmedigitalcollection.asme.org/issue.aspx?journalid=117&is [...] |
in Transactions of the ASME . Journal of dynamic systems, measurement, and control > Vol. 131 N° 3 (Mai 2009) . - 08 p.
[article] Realization-preserving structure and order reduction of nonlinear energetic system models using energy trajectory correlations [texte imprimé] / Tulga Ersal, Auteur ; Hosam K. Fathy, Auteur ; Jeffrey L. Stein, Auteur . - 2009 . - 08 p. dynamic systems Langues : Anglais ( eng) in Transactions of the ASME . Journal of dynamic systems, measurement, and control > Vol. 131 N° 3 (Mai 2009) . - 08 p.
Mots-clés : |
lumped dynamic system model new energy-based metric correlation energy flow pattern Karhunen–Loève expansion |
Résumé : |
Previous work by the authors developed algorithms for simplifying the structure of a lumped dynamic system model and reducing its order. This paper extends this previous work to enable simultaneous model structure and order reduction. Specifically, it introduces a new energy-based metric to evaluate the relative importance of energetic connections in a model. This metric (1) accounts for correlations between energy flow patterns in a model using the Karhunen–Loève expansion; (2) examines all energetic connections in a model, thereby assessing the relative importance of both energetic components and their interactions, and enabling both order and structural reduction; and (3) is realization preserving, in the sense of not requiring a state transformation. A reduction scheme based on this metric is presented and illustrated using a simple example. The example shows that the proposed method can successfully concurrently reduce model order and structure without requiring a realization change, and that it can provide an improved assessment of the importance of various model components due to its correlation-based nature. |
DEWEY : |
629.8 |
ISSN : |
0022-0434 |
En ligne : |
http://dynamicsystems.asmedigitalcollection.asme.org/issue.aspx?journalid=117&is [...] |
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