Surrogate-based modeling techniques with application to catalytic reforming and isomerization processes - IFPEN - IFP Energies nouvelles Accéder directement au contenu
Article Dans Une Revue Computers & Chemical Engineering Année : 2020

Surrogate-based modeling techniques with application to catalytic reforming and isomerization processes

Luca Mencarelli
Alexandre Pagot
  • Fonction : Auteur
  • PersonId : 916574

Résumé

In this paper, we first briefly survey the main surrogate model building approaches discussed in the literature considering also design of experiments strategies and dimensionality reduction procedures: we mainly focus on sub-set approaches and sampling strategies for constrained regression problems. We delineate a systematic methodology for surrogate modelling in presence of model constraints, such as non-negativity of the model responses. The main contribution of this paper is twofold: from one side we extend the principal component analysis framework to the case of constrained regression problem, from the other we propose a novel methodology which integrates the subset selection and the previous principal component regression procedure. Finally, we apply the two novel algorithms to two fundamental chemical processes in petroleum refinery, namely catalytic reforming and light naphtha isomerization. The numerical results show the comparisons between the two algorithms in terms of computational and accuracy trade-offs.
Fichier principal
Vignette du fichier
Surrogate-Based Modeling.pdf (3.42 Mo) Télécharger le fichier
Origine : Fichiers produits par l'(les) auteur(s)
Loading...

Dates et versions

hal-02553492 , version 1 (24-04-2020)

Identifiants

Citer

Luca Mencarelli, Alexandre Pagot, Pascal Duchêne. Surrogate-based modeling techniques with application to catalytic reforming and isomerization processes. Computers & Chemical Engineering, 2020, 135, pp.106772. ⟨10.1016/j.compchemeng.2020.106772⟩. ⟨hal-02553492⟩

Collections

IFP
59 Consultations
55 Téléchargements

Altmetric

Partager

Gmail Facebook X LinkedIn More