Data-Driven Proxy Modeling during SAGD Operations in Heterogeneous Reservoirs

Ehsan Amirian
Supervisor: Dr. Zhangxing( John) Chen


In this study, various pertinent predicting parameters and the new normalized shale continuity indicator (SI) are given. New schemes are presented as implementations to identify extrapolations Various deterministic and fuzzy-based clustering techniques  are incorporated. That fact that  FCM could improve ANN predictability for the cases located along cluster boundaries is presented. Significant potential of assisting real-time decision-making for field activities, development planning, and uncertainty quantification
are introduced.