Unsupervised Machine Learning Applied to Seismic Interpretation: Towards an Unsupervised Automated Interpretation Tool [PDF]
Sensors, 2021 Seismic interpretation is a fundamental process for hydrocarbon exploration. This activity comprises identifying geological information through the processing and analysis of seismic data represented by different attributes.
Alimed Celecia +8 more
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Machine learning elucidates the anatomy of buried carbonate reef from seismic reflection data
Artificial Intelligence in Geosciences, 2023 A carbonate build-up or reef is a thick carbonate deposit consisting of mainly skeletal remains of organisms that can be large enough to develop a favourable topography.
Priyadarshi Chinmoy Kumar +1 more
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Random noise attenuation via convolutional neural network in seismic datasets
Alexandria Engineering Journal, 2022 With the explosive growth in seismic data acquisition and the successful application of convolutional neural networks to various image processing tasks within multidisciplinary fields, many researchers have begun to research convolutional neural networks
Ruishan Du +4 more
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Generating Paired Seismic Training Data with Cycle-Consistent Adversarial Networks
Remote Sensing, 2023 Deep-learning-based seismic data interpretation has received extensive attention and focus in recent years. Research has shown that training data play a key role in the process of intelligent seismic interpretation.
Zheng Zhang +4 more
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Identification and Interpretation of fan deposits in Block H12 of Beixi subsag, Beier depression, Hailar basin [PDF]
E3S Web of Conferences, 2020 Fan deposits in the Nantun formation in Beier depression have been drilled in the past two decades. It’s difficult to identify and describe subtle traps formed by fans by seismic interpretation. By using a combination of seismic interpretation techniques
Yu-lin QI, Yue ZHOU
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Seismic Interpretations and Petrophysical Evaluation of the Two Main Reservoirs in Abu Madi Formation, Level-2 and Level-3, Nidoco Field, Nile Delta, Egypt [PDF]
Delta Journal of Science, 2022 Nidoco Field is a large gas field located at the central part of the Nile Delta, along the coast of the Mediterranean Sea. The field stopped production in 2012, due to high water production.
Mohamed Fathi Mohamed Ali +2 more
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Energies, 2020 A good understanding of different rock types and their distribution is critical to locate oil and gas accumulations in the subsurface. Traditionally, rock core samples are used to directly determine the exact rock facies and what geological environments ...
Nilesh Dixit +2 more
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The Seismic Analyzer: Interpreting and Illustrating 2D Seismic Data [PDF]
IEEE Transactions on Visualization and Computer Graphics, 2008 We present a toolbox for quickly interpreting and illustrating 2D slices of seismic volumetric reflection data. Searching for oil and gas involves creating a structural overview of seismic reflection data to identify hydrocarbon reservoirs. We improve the search of seismic structures by precalculating the horizon structures of the seismic data prior to
Patel, Daniel +4 more
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A Quantitative Interpretation of Seismicity and Seismic Activity [PDF]
Geophysical Journal International, 1967 Summary A new method for computation of seismicity has been worked out and the concept seismic activity has been mathematically formulated as an enlargement of seismicity. For computation of seismic activity a mathematical representation of the energy density function of an earthquake is needed.
W. Ullmann, R. Maaz
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Fault interpretation in seismic reflection data: an experiment analysing the impact of conceptual model anchoring and vertical exaggeration [PDF]
Solid Earth, 2019 The use of conceptual models is essential in the interpretation of reflection seismic data. It allows interpreters to make geological sense of seismic data, which carries inherent uncertainty.
J. Alcalde +7 more
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