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Keywords: optimization
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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
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
... Abstract This study presents an efficient gradient-based production optimization method that uses a deep-learning-based proxy model for the prediction of state variables (such as pressures and saturations) and well outputs (such as bottomhole pressures and injection rates) to solve nonlinearly...
Proceedings Papers
Optimizing Injection-Production Allocation in Geothermal Systems Using Advanced Look-Ahead Reservoir Models
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-220067-MS
... Abstract This paper introduces a novel approach to optimize the allocation of injection and production wells in geothermal systems, based on the Look-Ahead Models (LAMs) framework that was originally designed for hydrocarbon reservoir optimization using numerical simulation. The goal...
Proceedings Papers
Subsurface – Surface Optimization for CO2 Geothermal Systems
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-220080-MS
... pressure increased to compensate for increasing friction losses. From these boundary conditions, it follows that for given reservoir parameters, recooling conditions, mass flows, and borehole geometries, there is only one optimal back pressure for the turbine. This, in turn, significantly determines...
Proceedings Papers
Techno-Economic Evaluation of the Integration of High-Temperature Electrolysis With Geothermal Energy for Low-Carbon Hydrogen Production
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-220050-MS
... and stability of the output. production chemistry voltage hydrogen efficiency h2s management corrosion inhibition exchanger consumption concentration correlation integration electrolyzer electrolysis optimization oxygen corrosion management oilfield chemistry operation reaction hydrogen...
Proceedings Papers
Secure CO 2 Sequestration: A Deep Reinforcement Learning Perspective on Injection Rate Management
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-220038-MS
... Summary Secure and efficient geological CO 2 storage decisions can be supported by models of subsurface porous structure and of the fluid flow in the porous network. Geological and flow modeling is employed in order to optimize the CO 2 storage process during the lifetime of the operation...
Proceedings Papers
Generative Adversarial Network-Based Framework for Accurate DTS Logging Curve Generation in Heterogeneous Reservoirs
Available to PurchaseYang Luo, Bo Kang, Yi Cheng, Hehua Wang, Zhongrong Mi, Yong Xiao, Xing Zhao, Yan Feng, Jianchun Guo, Cong Lu
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Europe Energy Conference and Exhibition, June 26–28, 2024
Paper Number: SPE-220054-MS
... optimization china lstm generative adversarial network-based framework algorithm geological subdiscipline pearson correlation coefficient accurate dts logging curve generation prediction Introduction The share wave slowness (DTS) logging curve is crucial for oil and gas development, serving...
Proceedings Papers
The Application of Computational Fluid Dynamics (CFD) to Decrease Carbon Footprint in Perforated Holes in Different Permeability
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-220057-MS
... Abstract This study utilizes Computational Fluid Dynamics (CFD), implemented through ANSYS-Fluent, to address the environmental impact of oil and gas extraction by optimizing methane gas extraction efficiencies in Cased-Hole Gravel Pack (CHGP) completions. By focusing on the perforation...
Proceedings Papers
AI Grid Design for Fast Reservoir Simulation
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-214354-MS
... correspond spe reservoir simulation conference cquest grid injector grid europe government enhanced recovery producer 1 scenario ai grid design history matching fast reservoir simulation data-driven model modifier optimization Reservoir simulation with grids connecting wells (flow network...
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
... Traditional workflows iterating on data assimilation and optimization under uncertainty have been further developed, framing this process as a close loop reservoir monitoring ( Jansen et al. 2009 , Shirangi et al. 2017). The latest ingredient necessary for a traditional robust optimization...
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
Successful Additional Carbon Intensity Reduction and Oil Gain through Polymer Injection Optimization in Heavy Oil Field in the South of Oman
Available to PurchaseHamood S. Al-Hajri, Marwan Al-Sawafi, Abdulaziz R. Al-Hashimi, Khalsa Al-Hadidi, Osama M. Al-Kindi, Mohammed Al-Amri, Mohammed Al-Abri, Suleiman Al-Hinai
Publisher: 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-214364-MS
... on dynamic changes in injection and offtake. Thus, fracture propagation was monitored carefully through periodic temperature surveys and pressure fall off test to identify opportunities to optimize injection in some of the injectors. The findings from these activities enabled increasing injection rate up...
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
... Abstract In this work, we develop computationally efficient methods for deterministic production optimization under nonlinear constraints using a kernel-based machine learning method where the cost function is the net present value (NPV). We use the least-squares support-vector regression...
Proceedings Papers
Optimization of Carbon-Geo Storage into Saline Aquifers: A Coupled Hydro-Mechanics-Chemo Process
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-214424-MS
... confinement and storage capacity at each site through a thorough assessment. To assess the stability of the caprock after CO 2 injection, efficient tools are needed to evaluate the safe duration of CO 2 injection. This study used Particle Swarm Optimization (PSO) evolutionary algorithm to optimize...
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
... model by deep neural network is developed to predict the decline model variables and the ultimate total net power based on the reservoir parameters. The forward surrogate is integrated with a differential evolution optimizer, which considers reservoir uncertainties and nonlinear constraints...
Proceedings Papers
Josias Pereira de Oliveira, Susana Margarida da Graça Santos, Antônio Alberto Souza dos Santos, Denis José Schiozer
Publisher: 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-214421-MS
... recovery method and G2L is optimized again. The strategies are entitled here as CW (WAG-CO 2 applied to G1 optimized for CIWG) and WC (CIWG applied to G1 optimized for WAG-CO 2 ). This activity can assess the need for pre-defining the recovery method before defining design variables, analyzing...
Proceedings Papers
Construction of Single-Porosity and Single-Permeability Models as Low-Fidelity Alternative to Represent Fractured Carbonate Reservoirs Subject to WAG-CO 2 Injection Under Uncertainty
Available to PurchaseDavi Eber Sanches de Menezes, Susana Margarida da Graça Santos, Antonio Alberto de Souza dos Santos, João Carlos von Hohendorff Filho, Denis José Schiozer
Publisher: 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-209692-MS
... computational cost than the single-porosity and single-permeability (SP/SP) approach. The time may be a limitation for cases that require many simulations, such as production optimization under uncertainty. This computational cost is more challenging when we couple DPDP models with compositional fluid models...
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
... Abstract As the oil and gas industry is continuously pushing boundaries of exploiting resources, it becomes more of a mandate to model and optimize forefront technologies. Multilateral wells are one example of a prevalent technology to maximize reservoir contact and return on investment...
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
Implementation of Streamline Derived Rate Targets Improved Oil Production of Mature Field
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-209679-MS
... as well as a large operating range on the production and injection wells, making it an ideal candidate for streamline based water flood optimization measures. A multidisciplinary approach was taken to modelling the 16.TH, incorporating and analyzing data including pressures, production & injection...
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