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Keywords: optimization problem
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Proceedings Papers
A Deep-Learning-Based Reservoir Surrogate for Performance Forecast and Nonlinearly Constrained Life-Cycle Production Optimization Under Geological Uncertainty
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Europe Energy Conference and Exhibition, June 26–28, 2024
Paper Number: SPE-220002-MS
... this framework are directly and quantitatively compared with the ones simulated using a commercial high-fidelity reservoir simulator. geology artificial intelligence neural network geologist optimization problem deep learning optimization constraint life-cycle production optimization nonlinearly...
Proceedings Papers
Techno-Economic Optimization of Underground Hydrogen Storage in Aquifers
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Europe Energy Conference and Exhibition, June 26–28, 2024
Paper Number: SPE-220044-MS
... to the worst-case scenario where only 81% of the total injected H 2 was recovered. Whereas the total amount of injected H 2 in the worst scenario was around 25% of the optimal situation. geologist mineral sustainability optimization problem geology equation of state natural gas storage...
Proceedings Papers
Performance Comparison of Gradient-Free Optimization Methods for Well Placement and Well Controls Optimization for Geologic CO 2 Storage
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Europe Energy Conference and Exhibition, June 26–28, 2024
Paper Number: SPE-220026-MS
... Abstract Population-based (gradient-free) methods have become attractive for solving optimization problems since they have been known to locate "optimal" (best) positions within a search space. In this study, we investigate the use of three different gradient-free optimization methods namely...
Proceedings Papers
Comparison of Constrained Life-Cycle Production Optimization Algorithms Based on Stochastic Simplex Approximate Gradients
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Europe Energy Conference and Exhibition, June 26–28, 2024
Paper Number: SPE-220105-MS
... production while maintaining operational efficiency. By incorporating these constraints into the optimization problem, we can ensure that the optimized solution not only maximizes net present value but also satisfies the FLPR, FWPR, and WWPR constraints. (2c) c i ( u ) ≥ 0 , i = 1...
Proceedings Papers
A Robust General Physics-Informed Machine Learning Framework for Energy Recovery Optimization in Geothermal Reservoirs
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE EuropEC - Europe Energy Conference featured at the 84th EAGE Annual Conference & Exhibition, June 5–8, 2023
Paper Number: SPE-214352-MS
... geologist geology upstream oil & gas neural network enhanced recovery optimization problem reservoir geomechanics prediction fracture plane general physics-informed machine learning framework geological subdiscipline equation azizzadenesheli deep learning artificial...
Proceedings Papers
Efficient FDP Optimization for AI Enhanced Decision Making
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE EuropEC - Europe Energy Conference featured at the 84th EAGE Annual Conference & Exhibition, June 5–8, 2023
Paper Number: SPE-214345-MS
... into the FDP optimization problem can be provided from a Bayesian perspective with the consideration of an ensemble of equiprobable realizations representing the subsoil, which can be updated with new data by eliminating the realizations that are proven wrong by the new data ( Walker et al. 2010 , Scheidt et...
Proceedings Papers
Bi-Objective Optimization of Subsurface CO 2 Storage with Nonlinear Constraints Using Sequential Quadratic Programming with Stochastic Gradients
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE EuropEC - Europe Energy Conference featured at the 84th EAGE Annual Conference & Exhibition, June 5–8, 2023
Paper Number: SPE-214363-MS
...-SQP) variants, to handle the nonlinearly constrained production optimization problems. The LS-SQP workflow specifically, has been successfully utilized by Nguyen et al. (2022) , in conjunction with the lexicographic method, to solve a bi-objective optimization problem in CCUS on Brugge reservoir...
Proceedings Papers
Life-Cycle Production Optimization with Nonlinear Constraints Using a Least-Squares Support-Vector Regression Proxy
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE EuropEC - Europe Energy Conference featured at the 84th EAGE Annual Conference & Exhibition, June 5–8, 2023
Paper Number: SPE-214445-MS
... with nonlinear state constraints. upstream oil & gas geology geologist optimization problem europe government machine learning artificial intelligence constraint water management united states government optimization lssvr proxy vector nonlinear constraint gradient simulation-based...
Proceedings Papers
Geothermal Reservoir Optimization Empowered by a Generalized Thermal Decline Model and Deep Learning
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE EuropEC - Europe Energy Conference featured at the 84th EAGE Annual Conference & Exhibition, June 5–8, 2023
Paper Number: SPE-214394-MS
... & gas reserves evaluation geology geologist optimization problem reservoir neural network austria government deep learning europe government reservoir surveillance machine learning fracture vector constraint artificial intelligence production control geothermal reservoir simulation...
Proceedings Papers
Scenario Based Optimization Methodology for Field Development Planning
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE EuropEC - Europe Energy Conference featured at the 84th EAGE Annual Conference & Exhibition, June 5–8, 2023
Paper Number: SPE-214387-MS
... the optimization plug-in in a commercial package. scenario optimization problem reservoir geologist united states government artificial intelligence geology asset and portfolio management optimization procedure optimizer field development optimization exhibition litvak technical conference...
Proceedings Papers
Multi-Parametric Optimization of Multilateral Wells for Optimum Reservoir Contact
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE EuropEC - Europe Energy Conference featured at the 83rd EAGE Annual Conference & Exhibition, June 6–9, 2022
Paper Number: SPE-209647-MS
... objective function sweetspot map drilling operation grid cell multilateral well optimization problem constraint optimization mathematical optimization maximum number cumulative oil production identification method scenario realization artificial intelligence upstream oil & gas input...
Proceedings Papers
Physics-Based Data-Driven Interwell Simulator for Waterflooding Optimization Considering Nonlinear Constraints
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE EuropEC - Europe Energy Conference featured at the 83rd EAGE Annual Conference & Exhibition, June 6–9, 2022
Paper Number: SPE-209634-MS
... on the bottom-hole pressure at the end of the history matching period in CSP. Nonlinearly Constrained Optimization Procedure The life-cycle production waterflooding optimization problem we consider is the estimation of the wells’ optimal controls that maximize the net present value (NPV), or equivalently...
Proceedings Papers
Model-Based Life-Cycle Optimization for Field Development and Management Integrated with Production Facilities
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE EuropEC - Europe Energy Conference featured at the 83rd EAGE Annual Conference & Exhibition, June 6–9, 2022
Paper Number: SPE-209681-MS
... procedures may yield largely suboptimal decisions. In this work, we present a comprehensive outline for model-based life-cycle production optimization problems, establishing guidelines to make the process less subjective. Based on several applications and a literature review, we established a consistent...
Proceedings Papers
Optimisation of Polymer Flooding in a Heterogeneous Reservoir Considering Geological and History Matching Uncertainties
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Europec, December 1–3, 2020
Paper Number: SPE-200568-MS
... that the overall NPV is higher than for an optimized water food. This indicates that a polymer flood could be beneficial compared to a water flood, even if geological uncertainties are not captured properly. enhanced recovery history matching machine learning optimization problem evolutionary algorithm...
Proceedings Papers
Influence of Representative Models in the Expected Value of Information Applied to Petroleum Fields Development
Available to PurchaseLetícia Siqueira Santos, Susana Margarida Santos, Antonio Alberto Santos, Denis José Schiozer, Luis Otávio Silva
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Europec, December 1–3, 2020
Paper Number: SPE-200525-MS
... estimation production strategy fluid modeling asset and portfolio management optimization problem Upstream Oil & Gas RMO petroleum field development Risk analysis Scenario RMT risk curve risk and uncertainty assessment reservoir simulation EVOI representative model specialized strategy...
Proceedings Papers
A Comparison of Multi-Objective Optimization and Optimization with Constraints as a Tool for Reservoir History Matching and Characterization: Application to an Aquifer Gas Storage Case
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Europec, December 1–3, 2020
Paper Number: SPE-200620-MS
... to the number of objective functions. Artificial Intelligence Upstream Oil & Gas saturation data history matching objective function objective Sensitivity Study multi-objective optimization optimization problem constraint optimization Computation optimization process saturation objective...
Proceedings Papers
Deriving Alkali Polymer Parameter Distributions from Core Flooding by Applying Machine Learning in a Bayesian Framework to Simulate Incremental Oil Recovery
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Europec, December 1–3, 2020
Paper Number: SPE-200578-MS
... as well. machine learning Bayesian Inference chemical flooding methods optimization problem enhanced recovery objective function oil production experiment Upstream Oil & Gas concentration Chemical Injection saturation Artificial Intelligence Engineering Simulation simulation...
Proceedings Papers
Optimization of Liquid Pipeline Control for Economic and Efficient Operations
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Europec, December 1–3, 2020
Paper Number: SPE-200653-MS
... Abstract Pipelines perform a critical function in the petroleum business by transporting hydrocarbon commodities between oil fields, refineries, and consumer markets. We formulate an optimization problem for determining the optimal pumping modes and flow configuration for liquid pipeline...
Proceedings Papers
Automated Interpretation Tool for Synchronous History Matching of Multiple Scal Experiments with Advance Nurbs Representations of Relevant Functions
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Europec, December 1–3, 2020
Paper Number: SPE-200559-MS
... approach is based on the adjoint gradient method for the constrained optimization problem. Relative permeability and capillary pressure curves, which are the objectives of history matching, within current implementation can have a variety of representations as Corey, LET, B-Splines and NURBS...
Proceedings Papers
Development of a Multi-Solution Framework for Simultaneous Well Placement, Completion, and Control Optimization
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Europec, December 1–3, 2020
Paper Number: SPE-200581-MS
... Abstract Optimal field development and control aim to maximize the economic profit of oil and gas production. This, however, results in a complex optimization problem with a large number of correlated control variables at different levels (e.g. well locations, completions and controls...
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