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The AAPG/Datapages Combined Publications Database
Showing 6,062 Results. Searched 200,293 documents.
Outcrop to Subsurface Reservoir Characterization of the Mississippian Sycamore/Meramec Play in the SCOOP Area, Arbuckle Mountains, Oklahoma, USA
Benmadi Milad, Roger Slatt
Unconventional Resources Technology Conference (URTEC)
... Diffraction (XRD). For machine learning studies, principal component analysis (PCA), elbow method, and self-organizing map (SOM) were used to analyze...
2019
Seismic Attribute Analysis of Hydrothermal Dolomite, by Uwe Strecker, Matthew Carr, Steve Knapp, Maggie Smith, Richard Uden, and Gareth Taylor, #40180 (2005).
Search and Discovery.com
2005
Texture-Based Similarity Graph to Aid Seismic Interpretation, #70365 (2018).
Rodrigo S. Ferreira, Emilio Vital Brazil, Reinaldo Silva, Renato Cerqueira,
Search and Discovery.com
... image textural analysis with a Probabilistic Neural Network (PNN) classification to quantitatively map seismic facies in three-dimensional data...
2018
Reservoir-Scale Characterization and Modeling of Lateral Petrophysical and Geochemical Variability within Dolomite Facies of the Madison Formation, Sheep Canyon and Lysite Mountain, Wyoming
Matthew J. Pranter, David A. Budd, Zulfiquar A. Reza
West Texas Geological Society
...) inheritance from the depositional precursor, (2) formation by self-organizing processes during dolomitization, or (3) overprinting by late...
2005
Geochemical Analysis and Evaluation of Exploration Wells in the Beetaloo Sub-Basin, Onshore Australia: Application of Real-Time Elemental Measurement on Cuttings with Source Rock Mapping and Lateral Geosteering Implications; #42313 (2019)
Andrea Di Daniel, Dale Lewis, Nicole Cooper, Milan Saicic, Carl Altmann, Elizabeth Baruch Jurado, Alexander Cote, Brenton Richards
Search and Discovery.com
...-Organizing Map (IPSOM) methodology: five lithofacies were identified based on indicative ED-XRF elements in both wells. These elements were classified...
2018
Formation of Lateral Patterns In Rock Properties By Dolomitization: Evidence From A Miocene Reaction Front (Bonaire, Netherlands Antilles)
David A. Budd, Whitney D. Mathias
Journal of Sedimentary Research (SEPM)
... in the dolomites emerge. A model for that self-organizing process is proposed that involves positive feedbacks between precipitation, dissolution, textural...
2015
Estimation of lithologies and depositional facies from wire-line logs
M. M. Saggaf, Ed L. Nebrija
AAPG Bulletin
.... Anderberg (1973) and Rao (1973) give more complete treatments of these multidimensional statistical analysis methods. Recently, methods relying on self...
2000
Statistical Characterization and Geological Correlation of Wells Using Automatic Learning Gaussian Mixture Models
David, Lubo, Vikram Jayaram
Unconventional Resources Technology Conference (URTEC)
... attribute volumes. We precondition our four-dimensional data by projecting onto two dimensions using Independent Component Analysis. We apply...
2014
Global Energy - The Next Decade And Beyond, By Arthur R. Green, #70012 (2005).
Search and Discovery.com
2005
A novel approach to hydrocarbon reserves estimation through the integration of AI-based solutions: 3D gamma-ray prediction and 3D seismic clustering
Konstantin Matrosov, Orkhan Mammadov, Tarek Eliva, Ruslan Malikov, Izat Shahsenov
International Meeting for Applied Geoscience and Energy (IMAGE)
... location. [Shahsenov et al., 2022]. The seismic clustering algorithm integrates Self-Organizing Map (SOM) and K-Means in its approach. It utilizes input data...
2024
Porosity Characterization of Carbonate Reservoir from Linear Programming Sparse Spike Acoustic Impedance Inversion Result Using Single Attribute (Case Study Field X North East Java Basin)
Alhada Farduwin
Indonesian Petroleum Association
...(t) + w3A3(t) + ...................... + wnAn(t) From the multi-attribute analysis, the best correlation was obtained using the attribute 1/AI...
2013
An integrated machine learning-based fault classification workflow
Jie Qi, Carolan Laudon, Kurt Marfurt
International Meeting for Applied Geoscience and Energy (IMAGE)
... as four continuous geodetic fault components. These four fault components as well as the fault probability can then be processed a self-organizing map...
2022
Adjustment of Electric Log Values for Preparation of Subsurface Facies Maps
David R. Matuszak
AAPG Bulletin
... variability map methods has been presented by Forgotson (1960). In this study, the amplitude of the self potential curve is used to define lithologic type...
1965
Simulation of the Genesis of Current Ripples by Means of a Cellular Automaton
J. J. P. Zijlstra
Special Publications of SEPM
... of coupled sedimentary processes characterized by a certain degree of self organizing behavior Regardless of their current lack of precision and accuracy...
1999
Rock Typing in Eagle Ford, Barnett, and Woodford Formations
Ishank Gupta, Chandra S. Rai, Carl H. Sondergeld, Deepak Devegowda
Unconventional Resources Technology Conference (URTEC)
... – Porosity, Mineralogy, Total Organic Carbon Clustering Algorithms – K-Means, Self Organizing Maps Test Clusters – Source Rock Analysis, Nano...
2017
Laser-Induced Breakdown Spectroscopy (LIBS): An Emerging Spectroscopic Technique for Shale Rock Characterization
Jinesh Jain, Daniel Hartzler, Dustin McIntyre, Johnathan Moore, Dustin Crandall
Unconventional Resources Technology Conference (URTEC)
.... Klus, Jakub, Pořízka, Pavel, Prochazka, David et al. 2017. Application of self-organizing maps to the study of U-Zr-Ti-Nb distribution in sandstone...
2019
ABSTRACT: The Prediction Error Filters Applied Seismic Interpretation, by Fernandez, Alfredo; Marfurt, Kurt J.; #90142 (2012)
Search and Discovery.com
2012
The Prediction Error Filters Applied to the Seismic Interpretation Process of a Mississippian Tripolitic Chert Reservoir, #40964 (2012)
Alfredo Fernandez, Ben Dowdell, Kurt J. Marfurt
Search and Discovery.com
..., Self-Organizing Maps (SOM) and Applied Neural Networks (ANN) are the two most popular methods in classifying seismic stratigraphic patterns. We compare...
2012
ABSTRACT: Comparison of Permeability Prediction Using Back-Propagation and Hybrid Neural Networks; #90049 (2005)
H-C. Chang, H-C. Chen, D. C. Kopaska-Merkel
Search and Discovery.com
... Kohonen Self Organizing Maps with minimum Euclidean distance, and ART neural networks. The "cluster-target" pairs, namely, cluster-permeability category...
2005
Abstract: Understanding Seismic Attributes and Their Use in the Applica-tion of Unsupervised Neural Analysis - Case Histories, Both Conventional and Unconventional, by Deborah Sacrey; #90205 (2014)
Search and Discovery.com
2014
Deep carbonate reservoir characterization with unsupervised machine-learning approaches
Xuanying Zhu, Luanxiao Zhao, Xiangyuan Zhao, Yuchun You, Minghui Xu, Tengfei Wang
International Meeting for Applied Geoscience and Energy (IMAGE)
... techniques, such as PCA, kmeans, hierarchical clustering, Self-Organizing Map (SOM), Gaussian Mixture Model (GMM), and Generative Topographic Mapping (GTM...
2023
3-D Seismic Volume Visualization in Color; #42491 (2020)
Satinder Chopra, Ritesh Kumar Sharma, Kurt J. Marfurt
Search and Discovery.com
... to clusters in self-organizing mapping. Visualizing Attribute Crossplots with RGB Crossplotting is widely used in AVO analysis because it facilitates...
2020
Petrophysical Rock Typing in Organic-Rich Source Rocks Using Well Logs
Alvaro Aranibar, Mehrnoosh Saneifar, Zoya Heidari
Unconventional Resources Technology Conference (URTEC)
... use fuzzy clustering method and a Self-Organizing Map (SOM), also known as Kohonen map, to index different input parameters. The size of the SOM...
2013
Seismic Facies Classification and Characterization of Deep Water Architectural Elements: A Case Study in North Carnarvon Basin Australia; #42096 (2017)
Jerson J. Tellez, Roger Slatt
Search and Discovery.com
... on seismic stratigraphic interpretation performed over the a section of the Rosie 3D volume, the integration with well log data, and attribute analysis...
2017
Geology, Geophysics and Engineering: Proven Above Ground Adaptive Management-Driven Solutions Needed for Shale Gas and Tight Oil Transdisciplinary Successes in the Subsurface
Gary M. Hanson
Unconventional Resources Technology Conference (URTEC)
... self-organizing committee. Early on the regional committee expressed concern about oil and gas operators using groundwater for HF. Water as a critical...
2013