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Keywords: realization
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Proceedings Papers
Characterizing Carbonate Reservoir to Capture the Details of the Vertical and Spatial Heterogeneity Using an Integrated Workflow: A Case Study from Onshore Abu Dhabi
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the ADIPEC, November 4–7, 2024
Paper Number: SPE-222706-MS
.... Estimation methods offer a deterministic ‘best guess’ based on available data; kriging is a well-known technique in this category. Simulation methods generate various plausible scenarios, termed ‘realizations,’ without asserting the accuracy of any single outcome over others. These approaches, like Markov...
Proceedings Papers
MAGCS: Machine Assisted Geologic Carbon Storage
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the ADIPEC, November 4–7, 2024
Paper Number: SPE-222120-MS
... intelligence machine learning sedimentary geology realization reservoir characterization geostatistical model modeling generative adversarial network geologic model geo-conditioned gan deep learning neural network transitional environment delta environment stratigraphy depositional environment...
Proceedings Papers
A Streamlined Approach to Probabilistic Simulation and Robust Concept Optimization in a Highly Productive Carbonate Stringer Field in the Sultanate of Oman
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the ADIPEC, November 4–7, 2024
Paper Number: SPE-221829-MS
... realizations and surface concepts, generates a range of possible outcomes, quantifies risk, and enables better decision making. This paper covers: The multi-discipline novel data analysis to characterize the reservoir and define the uncertainties The utilization of multiple geological realizations...
Proceedings Papers
Novel Multiscale Full Field Simulation Applied to the Rapid Calibration of Geologic Models
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the ADIPEC, November 4–7, 2024
Paper Number: SPE-222516-MS
... The use of coarsened reservoir models provides the capability to balance between improved computational efficiency and preserving reservoir characteristics, especially barriers, connectivity and fluid distributions. For models with multiple geologic realizations, the generation of coarse models...
Proceedings Papers
A Novel Methodology to Capture Anisotropy in Unconventional Reservoirs: Theory and Methodology
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the ADIPEC, October 2–5, 2023
Paper Number: SPE-216712-MS
... subdiscipline multi-well inversion poisson unconventional reservoir strain kinematic history petroleum engineer unconventional asset realization novel methodology geomechanical model upstream oil & gas workflow inversion information capture anisotropy society Introduction The role...
Proceedings Papers
An AI-Driven Multiwell Placement and Scheduling Method
Available to PurchaseA. A. Al Tandi, S. Tahir, M. Ahmed Elfeel, N. Belayouni, D. Gupta, R. Ayoubi, I. Shaik, C. Hernandez, S. Su, M. Gubbala, S. Majhi, C. Rat, S. Ramatullayev, H. Mustapha, M. Amri
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the ADIPEC, October 2–5, 2023
Paper Number: SPE-216394-MS
... artificial intelligence realization ai-driven multiwell placement evaluation prediction asset and portfolio management uae government configuration abu dhabi well placement optimization Introduction Applying Machine Learning models to tackle the well placement optimization problem is not new...
Proceedings Papers
Project Execution Philosophy - Design Build Own Operate & Maintain (BBOOM) Contracting Strategy
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the ADIPEC, October 2–5, 2023
Paper Number: SPE-216408-MS
... to execute the oil production project within 5 years including all operating & utility facilities. The TIME is the main contracting strategy driver of the Bisat project, which shall make sure early oil production, and cash realization for the shareholders. we can find that TIME is an essential criterion...
Proceedings Papers
Physics Informed Machine Learning Models for Simulating CO 2 Injection into Saline Aquifer
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the ADIPEC, October 2–5, 2023
Paper Number: SPE-216064-MS
.... Once the training is performed, the model is deployed on a much larger ensemble with validation of random realizations using the physical simulator. We present results on a heterogenous three-dimensional subsurface model and highlight the potential benefits of PIML models, including reduced...
Proceedings Papers
Application of Distance Based Generalized Sensitivity Analysis and Bayesian Inversion Method in Simulation of a Giant Fractured Carbonate Reservoir with Unstructured Grids
Available to PurchaseJunling Fang, Chen Li, Wen Shi, Tao Yang, Hehua Wang, Maitha AL Marzooqi, Rasha Al Ansi, Liang Zhang, Xuezhi Hu, Jiafeng Xu, Shuisheng Zhou, Fengqiang Xu
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the ADIPEC, October 2–5, 2023
Paper Number: SPE-216314-MS
... intelligence fracture bayesian inversion giant fractured carbonate reservoir europe government reservoir simulation uae government multiplier workflow petroleum play type reservoir characterization unstructured grid complex reservoir generalized sensitivity analysis realization representation...
Proceedings Papers
Integrated Modelling Approach Employing High Resolution Porosity Realizations Derived from Impedance-Porosity Joint Inversion in a UAE’s Complex Carbonate Reservoir
Available to PurchaseSaif Al Shamsi, Anurag Grover, Jahan Zeb Ahmed, Luis Manuel Ramos, Katharine Emma Bowden, Uli Micksch, Jean-Michel Codo, Ehsan Sadeghi
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the ADIPEC, October 2–5, 2023
Paper Number: SPE-216054-MS
... and generation of high-resolution porosity realizations in the reservoir model. The multi-realization down-scaling workflow provided porosity realizations at the fine grid scale that fit the seismic information and can be further used in geomodelling workflows. The initial step of this integrated study workflow...
Proceedings Papers
AI-Assisted History Matching Application to a Large Onshore Carbonate Reservoir
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the ADIPEC, October 2–5, 2023
Paper Number: SPE-216109-MS
... modeling & simulation artificial intelligence history simulator optimization workflow ai-assisted history matching application ensemble abu dhabi uae government realization optimizer onshore carbonate reservoir Introduction Dynamic reservoir model calibration, also called history...
Proceedings Papers
Rapid High-Fidelity Forecasting for Geological Carbon Storage Using Neural Operator and Transfer Learning
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the ADIPEC, October 2–5, 2023
Paper Number: SPE-216135-MS
... learning neural operator saturation fno-tl prediction reservoir simulation subsurface storage shale gas enhanced recovery prediction realization climate change forecasting fourier neural operator application injection requirement Introduction Geological carbon storage in deep saline...
Proceedings Papers
Ultrafast Multiphase Production Forecasting for Large Gas Condensate Shale Reservoirs
Available to PurchaseMohammad Elkady, Siddharth Misra, Uchenna Odi, Nathan Meehan, Andrew Silver, Karri Reddy, Cenk Temizel
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the ADIPEC, October 2–5, 2023
Paper Number: SPE-216935-MS
.... The forecasting workflow is evaluated on 3000 realizations of hydraulically fractured horizontal well placed in a complex heterogeneous shale reservoir. Each realization represents a condensate shale reservoir consisting of 88200 grid cells with spatially heterogeneous distributions of porosity, permeability...
Proceedings Papers
New Approach for the Probabilistic Assessment of Organic Matter in the Source Rocks of the Bazhenov Formation for Estimation of Shale Hydrocarbons Resources
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the ADIPEC, October 2–5, 2023
Paper Number: SPE-216937-MS
... petroleum geology interpolation economic geology realization stationarity hypothesis organic matter source rock geological subdiscipline variogram probabilistic assessment histogram stratum geochemical characterization strata pyrolysis variability toc interpolation shale hydrocarbon...
Proceedings Papers
Agile Field Development Study Leveraging Fast-Tracked Reservoir Modeling and Data Analytics While Incorporating Reservoir Uncertainties
Available to PurchaseHusain Ali Al Lawati, Salim Musalam Al Hashmi, Nabil Al Harthy, Ahmed Fadhl Mustafa Ahmed, Kathryn Joanna Clark Fletcher, Galvin Singh Shergill, Salman Zahid, Ammar Ahmad, Omair Hameed, Shawwal Shahid, Mundhir Al Bahrani, Zainab Al Kindi
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the ADIPEC, October 31–November 3, 2022
Paper Number: SPE-211209-MS
... fluids. Identification and quantification of subsurface uncertainties were performed. These uncertainties were included in the geomodel for each scenario, which generated an ensemble of realizations and corresponding production forecasts. Two sets of economic results were produced—a simple, discounted...
Proceedings Papers
Hydrogen Projects: Successful Initiation and Realization in Partnerships
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the ADIPEC, October 31–November 3, 2022
Paper Number: SPE-210958-MS
... of project financing – Funding prerequisites – Funding possibilities Key factors for a successful project implementation Conclusion / future perspectives upstream oil & gas requirement petroleum engineer customer strategic planning and management realization presentation...
Proceedings Papers
Deep-Learning-Based Surrogate Reservoir Model for History-Matching Optimization
Available to PurchaseAlaa Maarouf, Sofiane Tahir, Shi Su, Samat Ramatullayev, Coriolan Rat, Chakib Kada Kloucha, Hussein Mustapha
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the ADIPEC, October 31–November 3, 2022
Paper Number: SPE-211061-MS
... a deep-learning, machine-learning (ML) model with an optimizer to automate the history-matching process. Initially, the reservoir simulator is run to generate an ensemble of realizations to provide a comprehensive set of data relating the history-matching uncertainty parameters and the associated...
Proceedings Papers
Multidisciplinary Data Integration for Artificial-Intelligence-Assisted Well Placement and Trajectory Design Optimization Under Uncertainty
Available to PurchaseShi Su, Sofiane Tahir, Kassem Ghorayeb, Samat Ramatullayev, Xavier Garcia-Teijeiro, Assef Mohamad Hussein, Chakib Kada Kloucha, Hussein Mustapha
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the ADIPEC, October 31–November 3, 2022
Paper Number: SPE-211367-MS
... realizations and, therefore, not robust considering the reservoir characterization uncertainties. Increasing efforts were put into incorporating the uncertainties as a key element of the infill well placement workflow by computing probability maps to identify the hotspots with higher chances of success...
Proceedings Papers
Key Learnings from Application of Ensemble-Based Modelling on Three Giant Carbonate Oilfields for Optimal Economic Decisions Under Static and Dynamic Uncertainties
Available to PurchaseSalahaldeen Alqallabi, Mohamed Tarik Gacem, Faisal Al-Jenaibi, Sofiane Tahir, Saeeda Mohamed Al Ameri, Djamel Eddine Ouzzane, Mustapha Adli, Lyes Malla, Victor Omar Segura Cornejo, Ayesha Almarzooqi, Rinat Sunagatullin, Sri Rejeki Hidayati, Deepak Kumar Voleti, Fatima Al Messabi, Hiroki Montani, Toshiaki Shibasaki, Kengo Tani, Farzeen Mohamed, Rubakumar Sankararaj, Sylvain Ducroux, Konrad Wojnar, Laurent Gourc
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the ADIPEC, October 31–November 3, 2022
Paper Number: SPE-211409-MS
... approach from static to simulation with fast data assimilation and economic evaluation of possible scenarios proved to be key to reach all of these objectives. fluid dynamics ensemble risk management machine learning realization permeability history matching asset and portfolio management...
Proceedings Papers
Cloud-Based Agile Reservoir Modelling Enriched with Machine Learning Improved the Opportunity Identification in a Mature Gas Condensate
Available to PurchaseMohamed Hassan El Dabbour, Amr Labib, Ali Soliman, Ayman Fadel Said, Hany Shalaby, Khaled Mohamed Mansour, Mohamed Nagy Negm, Oliver C Mullins, Mohamed Ahmed Elfeel, Hassan Elsayed Diaa, Mahmoud Ali Shihab, Abdelrahman Agam, Farah Adel Seifeldin, Mohamed Hashem Mostafa
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the ADIPEC, October 31–November 3, 2022
Paper Number: SPE-211632-MS
... for parameterization adds bias to the model calibration process, hence negatively impacting its outcome. In an era where ML/AI algorithms are shaping data interpretation methods, key modelling decisions can be revisited to realize the maximum value of subsurface data. However, a framework is required whereby...
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