6 papers
Reservoir property image slices from the Groningen gas field for image translation and segmentation
Abdulrahman Al-Fakih, Nabil Sariah, Ardiansyah Koeshidayatullah +1
Reservoir characterization workflows increasingly rely on image-based and machine-learning/deep learning or even generative AI approaches, but openly available geological image dat…
Robustness and Transferability of Pix2Geomodel for Bidirectional Facies Property Translation in a Complex Reservoir
Abdulrahman Al-Fakih, Nabil Sariah, Ardiansyah Koeshidayatullah +2
Reservoir geomodeling is central to subsurface characterization, but it remains challenging because conditioning data are sparse, geological heterogeneity is strong, and convention…
Pix2Geomodel: A Next-Generation Reservoir Geomodeling with Property-to-Property Translation
Abdulrahman Al-Fakih, Ardiansyah Koeshidayatullah, Nabil A. Saraih +4
Accurate geological modeling is critical for reservoir characterization, yet traditional methods struggle with complex subsurface heterogeneity, and they have problems with conditi…
Leveraging Time-Series Foundation Model for Subsurface Well Logs Prediction and Anomaly Detection
Ardiansyah Koeshidayatullah, Abdulrahman Al-Fakih, SanLinn Ismael Kaka
The rise in energy demand highlights the importance of suitable subsurface storage, requiring detailed and accurate subsurface characterization often reliant on high-quality boreho…
Well log data generation and imputation using sequence-based generative adversarial networks
Abdulrahman Al-Fakih, A. Koeshidayatullah, Tapan Mukerji +2
Well log analysis is crucial for hydrocarbon exploration, providing detailed insights into subsurface geological formations. However, gaps and inaccuracies in well log data, often…
Enhanced anomaly detection in well log data through the application of ensemble GANs
Abdulrahman Al-Fakih, A. Koeshidayatullah, Tapan Mukerji +1
Although generative adversarial networks (GANs) have shown significant success in modeling data distributions for image datasets, their application to structured or tabular data, s…