Une approche par trajectoire linéaire par morceaux pour la modélisation d’ordre réduit et la simulation rapide des cycles à compresseur de vapeur.
A trajectory piecewise-linear approach to model order reduction and fast simulation of vapor compression cycles.
Numéro : 2202
Auteurs : MA J., KIM D., BRAUN J. E.
Résumé
This paper presents a reduced order modeling approach for dynamic vapor compression cycles (VCC) based on a trajectory piecewiselinear (TPWL) approximation and Proper Orthogonal Decomposition (POD). Unlike other model order reduction techniques that apply to nonlinear dynamic heat exchanger (HX) models, the TPWL approach first represents a finite volume HX model with a weighted combination of linearized models along some state trajectories.
Linearization points are selected by the kmeans clustering algorithm, which enables control of the number of linearized pieces. Then, each of the full order linear pieces is reduced by projection onto a POD basis to form a reduced order TPWL model. Reduced order HX models were generated and integrated with other quasistatic component models to complete a reduced order VCC model. Simulation results were compared with experimental data for cycle loadchange transients over a wide range of operating conditions. The proposed method is an alternative to a nonlinear model order reduction framework that is presented in a companion paper (Ma et al., 2020) and may be particularly useful for cases where it is challenging to stabilize nonlinear reduced order models. Comparisons were drawn between these two approaches in terms of generalization, stabilization and computational efficiency.
Documents disponibles
Format PDF
Pages : 10
Disponible
Prix public
20 €
Prix membre*
15 €
* meilleur tarif applicable selon le type d'adhésion (voir le détail des avantages des adhésions individuelles et collectives)
Détails
- Titre original : A trajectory piecewise-linear approach to model order reduction and fast simulation of vapor compression cycles.
- Identifiant de la fiche : 30028437
- Langues : Anglais
- Sujet : Technologie
- Source : 2021 Purdue Conferences. 18th International Refrigeration and Air-Conditioning Conference at Purdue.
- Date d'édition : 05/2021
- Document disponible en consultation à la bibliothèque du siège de l'IIF uniquement.
Liens
Voir d'autres communications du même compte rendu (184)
Voir le compte rendu de la conférence
Indexation
-
A nonlinear model order reduction framework for...
- Auteurs : MA J., KIM D., BRAUN J. E.
- Date : 05/2021
- Langues : Anglais
- Source : 2021 Purdue Conferences. 18th International Refrigeration and Air-Conditioning Conference at Purdue.
- Formats : PDF
Voir la fiche
-
Reduced Order Modeling for vapor compression sy...
- Auteurs : MA J.
- Date : 12/2019
- Langues : Anglais
- Formats : PDF
Voir la fiche
-
Compensating for the end-plate effect on heat t...
- Auteurs : LI W., HRNJAK P.
- Date : 06/2021
- Langues : Anglais
- Source : International Journal of Refrigeration - Revue Internationale du Froid - vol. 126
- Formats : PDF
Voir la fiche
-
A literature review of numerical modeling techn...
- Auteurs : SARFRAZ O., BACH C. K., BRADSHAW C. R.
- Date : 09/07/2018
- Langues : Anglais
- Source : 2018 Purdue Conferences. 17th International Refrigeration and Air-Conditioning Conference at Purdue.
- Formats : PDF
Voir la fiche
-
A comparison between finite volume and switched...
- Auteurs : PANGBORN H., ALLEYNE A. G., WU N.
- Date : 05/2015
- Langues : Anglais
- Source : International Journal of Refrigeration - Revue Internationale du Froid - vol. 53
- Formats : PDF
Voir la fiche