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Keywords: neural network
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Proceedings Papers
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE North Africa Technical Conference and Exhibition, September 14–16, 2015
Paper Number: SPE-175724-MS
... of the measured ranges. Artificial Intelligence (AI) has proven to be an alternative solution to many of the problems where physics and classic statistics fail to provide satisfactory solutions due to limiting assumptions and complicated reality. Different AI methods, viz., Fuzzy Logic (ANFIS), Neural Networks...
Proceedings Papers
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE North Africa Technical Conference and Exhibition, September 14–16, 2015
Paper Number: SPE-175826-MS
... of wells, however, are logged and the use of wireline log data in conjunction with some core data has been proposed as a rapid, cheap, and alternative to predict some special core analysis (SCAL) parameters instead of collecting extensive core or performing SCAL measurements in all wells. Neural network...
Proceedings Papers
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE North Africa Technical Conference and Exhibition, September 14–16, 2015
Paper Number: SPE-175776-MS
..., in addition to the vertical Lithofacies sequences. The statistical learning algorithms that were adopted in this paper are Generalized Linear Models (GLM) & Smooth Generalized Additive Model (sGAM) for permeability and Probabilistic Neural Networks (PNN) for Lithofacies prediction. Firstly...
Proceedings Papers
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE North Africa Technical Conference and Exhibition, September 14–16, 2015
Paper Number: SPE-175867-MS
... the aforementioned technical and non-technical aspects. And because these aspects can be numerous, with some that can be only quantified subjectively, the first step in our approach was to standardize and normalize many of these aspects in order to formulate them into digital values to be used in Neural Network...
Proceedings Papers
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE North Africa Technical Conference and Exhibition, September 14–16, 2015
Paper Number: SPE-175850-MS
... tests, however, suffer from ambiguity and non-unique interpretation. The objective of this study is to apply the Artificial Neural Network (ANN) technology to identify the reservoir model. A multilayer neural network, with back propagation optimization algorithm, is used to identify the reservoir model...
Proceedings Papers
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE North Africa Technical Conference and Exhibition, September 14–16, 2015
Paper Number: SPE-175864-MS
... with an Advanced EOR Screening Method. This is comprised of both a Neural Network Part and an Operational Module. While the First part uses proven data mining techniques the Operational Module considers the specific features of the screened EOR Method influencing the field implementation. The Neural Network Part...
Proceedings Papers
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the North Africa Technical Conference and Exhibition, April 15–17, 2013
Paper Number: SPE-164761-MS
... data are available across board on production history around the world, data mining technique has the capacity to analyse such data to predict the performance of prospective EOR methods. Artificial Neural Network ANN was originally designed to mimic the information processing functions...
Proceedings Papers
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the North Africa Technical Conference and Exhibition, February 20–22, 2012
Paper Number: SPE-149410-MS
... drilling parameters will improve drilling efficiency. bit design artificial intelligence specific energy efficiency algorithm solve drilling problem bit selection upstream oil & gas drilling performance drilling parameter spe annual technical conference artificial neural network...
Proceedings Papers
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the North Africa Technical Conference and Exhibition, February 14–17, 2010
Paper Number: SPE-126191-MS
... as an alternative approach. Finally, it is discussed how intrinsic properties of reservoir can be included in multi-fractal or neural network to improve the estimation and simulation process. This appears to be difficult to apply if geostatistical approaches are used for estimation or simulation purposes...
Proceedings Papers
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the North Africa Technical Conference and Exhibition, February 14–17, 2010
Paper Number: SPE-126649-MS
... time upstream oil & gas input data machine learning fuzzy logic system porosity artificial intelligence reservoir prediction fuzzy logic hybrid model type-2 fuzzy logic functional network permeability support vector machine neural network correlation coefficient rmse execution time...
Proceedings Papers
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the North Africa Technical Conference and Exhibition, February 14–17, 2010
Paper Number: SPE-128517-MS
... rock properties lab measurements in reference wells and well logs data were available. In the frameworks of this article several statistical methods including various regression types and neural networks were analyzed. The best relation in terms of statistical criteria was obtained by the group method...