Seismic facies analysis using machine learning techniques: a review and case study

BA Owusu, CD Boateng, VDS Asare, SK Danuor… - Earth Science …, 2024 - Springer
Seismic facies analysis which is aimed at identifying subsurface geological features from
seismic data, has evolved due to the time-consuming and labor-intensive nature of its …

A deep learning framework for seismic facies classification

H Kaur, N Pham, S Fomel, Z Geng, L Decker… - Interpretation, 2023 - library.seg.org
We have proposed a deep neural network-based framework for seismic facies classification.
We implement two different neural networks based on the architectures of DeepLabv3+ and …

Semisupervised fuzzy clustering for facies analysis using extended elastic impedance seismic attributes

M Mirzakhanian, H Hashemi - Geophysics, 2022 - library.seg.org
ABSTRACT A novel method in seismic facies analysis is proposed to resolve the
discrepancy between well and seismic facies concepts. Extended elastic impedance (EEI) …

Seismostratigraphic interpretation of upper cretaceous reservoir from the Carpathian Foreland, Southern Poland

A Urbaniec, A Łaba-Biel, A Kwietniak, I Fashagba - Energies, 2021 - mdpi.com
The Upper Cretaceous complex in the central part of the Carpathian Foreland (southern
Poland) is relatively poorly recognized and described. Its formations can be classified as …

Identification of hydrocarbon-bearing zones within the early cretaceous reservoir rocks using well logging and seismic reflection data in Al-Baraka field, West …

MO Ebraheem, HA Ibrahim, HF Ewida… - Journal of Petroleum …, 2022 - Elsevier
Al-Baraka is the first explored oil field in the Komombo basin. The formation and evolution of
Komombo basin were influenced by tectonic processes from the pre-early Cretaceous …

Exploring the predictive power of seismic geomorphology to assess sedimentary characteristics of gravity-flow deposits: examples from offshore East and West Africa …

N Scarselli - Geological Society, London, Special Publications, 2024 - lyellcollection.org
This research seeks to test the hypothesis that the rheology of submarine gravity-flows
influences the planform geometry of associated fan lobe deposits. If this control exists …

Geophysical analysis to delineate a Class-I AVO prospect in the offshore east coast of India: A case study

A Yadav, S Mondal, R Chatterjee - Journal of Applied Geophysics, 2022 - Elsevier
Abstract Characterization of deep-water reservoirs poses enormous challenges to
interpreters because of its inherent complexity. Therefore, defining reservoirs' extent and …

Seismic coloured inversion to explore the hydrocarbon prospectivity of a field in the Upper Assam basin

S Garia, AK Pal, S Katre, S Nayak, K Ravi… - Exploration …, 2024 - Taylor & Francis
This study demonstrates an integrated approach using a seismic-coloured inversion to
derive the hydrocarbon potential of a field in the Upper Assam basin. The well-log analysis …

[PDF][PDF] Optimization of deepwater channel seismic reservoir characterization using seismic attributes and machine learning

K La Marca - 2023 - core.ac.uk
When it comes to reservoir characterization using seismic reflection data, even if we employ
all the tools available to interpret, locate, and measure the reservoir that will contain (oil, gas …

Deep Learning Study on Seismic Data Interpretation Method

Y He, M Yu, S Ji, H Miao - International Field Exploration and …, 2023 - Springer
With the application of deep learning algorithms in the industry, artificial intelligent
technology has been developed in the field of seismic data interpretation in petroleum …