A new approach for history matching of oil and gas reservoir

A new approach for history matching of oil and gas reservoir

This work proposes a new approach for history matching using Kernel PCA to adjust the reservoir permeability field obeying geostatistical constraint. Although there are several methodologies in literature for history matching, most of them don't take into account geostatistical restrictions. Be...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Hauptverfasser: Miyoshi, S C, Szwarcman, D M, Vellasco, M M B R
Format: Tagungsbericht
Sprache:eng
Schlagworte:
History
Kernel
Permeability
Petroleum
Principal component analysis
Production
Reservoirs
Online-Zugang:Volltext bestellen
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Beschreibung
Zusammenfassung:This work proposes a new approach for history matching using Kernel PCA to adjust the reservoir permeability field obeying geostatistical constraint. Although there are several methodologies in literature for history matching, most of them don't take into account geostatistical restrictions. Besides, history matching is a problem of huge dimensionality. So, Kernel PCA was chosen due to its ability to compress and accurately reconstruct data in addition to being able to extract non-linear characteristics.
ISSN:2161-4393
2161-4407
DOI:10.1109/IJCNN.2010.5596789