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Communication Dans Un Congrès Année : 2011

Modelling a fleet of machines using PCA

Farah Ankoud
  • Fonction : Auteur
  • PersonId : 763592
  • IdRef : 163708959
Gilles Mourot
  • Fonction : Auteur
  • PersonId : 842667
José Ragot

Résumé

In this paper, we propose a method to model a fleet of identical machines. These latest may work in the same or in different operating conditions. Firstly, the method consists in estimating a linear model, using PCA, based on the data collected on the machine itself. Secondly, the common parts of the models of the different machines are identified. New models for the machines are then generated taking into account the identified common parts. An academic example is finally presented to illustrate the results of the method.

Domaines

Automatique
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Dates et versions

hal-00650572 , version 1 (10-12-2011)

Identifiants

  • HAL Id : hal-00650572 , version 1

Citer

Farah Ankoud, Gilles Mourot, José Ragot. Modelling a fleet of machines using PCA. 12th International conference on Sciences and Techniques of Automatic control & computer engineering, STA'2011, Dec 2011, Sousse, Tunisia. pp.CDROM. ⟨hal-00650572⟩
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