Evaluation of principal component analysis for reducing seismic attributes dimensions: Implication for supervised seismic facies classification of a fluvial reservoir from …

I Babikir, M Elsaadany, M Sajid, C Laudon - Journal of Petroleum Science …, 2022 - Elsevier
Because of their effectiveness in identifying geologic features, seismic attributes are usually
used as input to machine learning (ML) models for facies classification. Typically, too many …

[HTML][HTML] Imaging of small-scale faults in seismic reflection data: Insights from seismic modelling of faults in outcrop

V Dimmen, A Rotevatn, I Lecomte - Marine and Petroleum Geology, 2023 - Elsevier
Faults with throws that fall below vertical seismic resolution are challenging to identify in
reflection seismic datasets. Nevertheless, such small-scale faults may still affect the seismic …

Facies analysis and distribution of Late Palaeogene deep‐water massive sandstones in submarine‐fan lobes, NW Borneo

M Jamil, NA Siddiqui, M Usman, A Wahid… - Geological …, 2022 - Wiley Online Library
Deep‐water massive sandstones (DWMS) are characterized by large volumes of sand
accumulations which are considered as potential reservoir intervals in deep‐marine …

[HTML][HTML] Automated fault detection and extraction under gas chimneys using hybrid discontinuity attributes

QS Imran, NA Siddiqui, AHA Latiff, Y Bashir, M Khan… - Applied Sciences, 2021 - mdpi.com
Featured Application Precise fault detection and extraction have a prime role in
understanding the structural framework in the subsurface for multiple reasons, the major …

Enhancing machine learning-based seismic facies classification through attribute selection: application to 3D seismic data from the Malay and Sabah Basins, offshore …

I Babikir, AH Abdul Latiff, M Elsaadany… - … and Geophysics for Geo …, 2024 - Springer
Over the past few years, the use of machine learning has gained considerable momentum in
many industries, including exploration seismic. While supervised machine learning is …

Facies analysis and sedimentary architecture of hybrid event beds in submarine lobes: Insights from the Crocker Fan, NW Borneo, Malaysia

M Jamil, NA Siddiqui, N Ahmed, M Usman… - Journal of Marine …, 2021 - mdpi.com
Hybrid event beds represent the combined effect of multiple geological processes, which
result in complex depositional geometries and distinct facies distribution in marine …

On the training sample size and classification performance: An experimental evaluation in seismic facies classification

I Babikir, M Elsaadany, M Sajid, C Laudon - Geoenergy Science and …, 2023 - Elsevier
Abstract Machine learning algorithms (MLAs) perform better when enough high-quality
training data is provided. However, a lack of training data is frequent in seismic facies …

Seismic geomorphology of the Upper Triassic–Lower Jurassic Gassum Formation–improved reservoir characterization in the Stenlille (Denmark) CCS demonstration …

FWH Smit, U Gregersen, M Lorentzen… - GHGT-16 Conference …, 2022 - papers.ssrn.com
The Danish subsurface has the potential to store significant amounts of CO2 by having
porous siliciclastic reservoirs at depths below 800 m (where pressure and temperature allow …

[HTML][HTML] Research on sedimentary facies of Guantao Formation in Shanjiasi area of Dongying depression, China

Z Cheng, H Xu, D Wang, L Zhang, Y Shi, Z Lu, X Zhao - Energy Reports, 2021 - Elsevier
Alluvial fan and Fluvial facies sand bodies are important reservoirs for oil and gas resources.
In this study, the sedimentary characteristics and evolutionary patterns of Alluvial fan and …

Base-Level Fluctuation Controls on Migration of Delta Lobes: A Case Study from the Paleogene Shahejie Formation in the Huimin Depression, Bohai Bay Basin, NE …

R Yang, Y Li, X Wu, J Di, J Zhang, N Lenhardt - Processes, 2023 - mdpi.com
Sandbody distribution patterns and controls are the most important foundation for petroleum
exploration and development, particularly in a lacustrine basin with rapid changes in the …