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Well Log Calibration of Kohonen-Classified Seismic Attributes Using Bayesian Logic
Abstract We present a new method for calibrating a classified 3D seismic volume. The classification process employs a Kohonen self-organizing map, a type of unsupervised artificial neural network;… Expand
Reservoir characterization by calibration of self‐organized map clusters
Kohonen's Self Organizing Feature Maps (SOFM) and other unsupervised clustering methods generate groups based on the identification of various discriminating features. Expand
North Sea Reservoir Characterization Using Rock Physics, Seismic Attributes, And Neural Networks; a Case History
A new method was developed to use core, well log, and post-stack seismic data to identify reservoir lithologies between wells. The method was based on a combination of rock physics modeling, seismic… Expand