Search Results - "Ghahfarokhi, Ashkan Jahanbani"
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Fast Well Control Optimization with Two-Stage Proxy Modeling
Published in Energies (Basel) (01-04-2023)“…Waterflooding is one of the methods used for increased hydrocarbon production. Waterflooding optimization can be computationally prohibitive if the reservoir…”
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Adaptive Proxy-based Robust Production Optimization with Multilayer Perceptron
Published in Applied computing and geosciences (01-12-2022)“…Machine learning (ML) has been a technique employed to build data-driven models that can map the relationship between the input and output data provided…”
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Optimization of Offshore Saline Aquifer CO2 Storage in Smeaheia Using Surrogate Reservoir Models
Published in Algorithms (01-10-2024)“…Machine learning-based Surrogate Reservoir Models (SRMs) can replace/augment multi-physics numerical simulations by replicating the reservoir simulation…”
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Proxy Model Development for the Optimization of Water Alternating CO2 Gas for Enhanced Oil Recovery
Published in Energies (Basel) (01-04-2023)“…Optimization studies are an important task in reservoir engineering practices such as production optimization and EOR (Enhanced Oil Recovery) assessments…”
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Production optimization under waterflooding with long short-term memory and metaheuristic algorithm
Published in Petroleum (01-03-2023)“…In petroleum domain, optimizing hydrocarbon production is essential because it does not only ensure the economic prospects of the petroleum companies, but also…”
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Predicting wax deposition using robust machine learning techniques
Published in Petroleum (01-06-2022)“…Accurate prediction of wax deposition is of vital interest in digitalized systems to avoid many issues that interrupt the flow assurance during production of…”
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Modeling interfacial tension of the hydrogen-brine system using robust machine learning techniques: Implication for underground hydrogen storage
Published in International journal of hydrogen energy (01-12-2022)“…During the last years, there has been a surge of interest in cleaner ways for producing energy in order to successfully handle the climate issues caused by the…”
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Optimizing initiation time of waterflooding under geological uncertainties with Value of Information: Application of simulation-regression approach
Published in Journal of petroleum science & engineering (01-01-2023)“…Reservoir Management (RM) is an example of sequential decision problems in the oil and gas industry. Therefore, implementing Decision Analysis (DA) tool to…”
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A Survey on the Application of Machine Learning and Metaheuristic Algorithms for Intelligent Proxy Modeling in Reservoir Simulation
Published in Computers & chemical engineering (01-02-2023)“…•A survey of applying ML and coupled ML-metaheuristic paradigm in intelligent proxy modeling of NRS is provided.•Discussion about relevant previous works is…”
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Predicting thermal conductivity of carbon dioxide using group of data-driven models
Published in Journal of the Taiwan Institute of Chemical Engineers (01-08-2020)“…•Various machine learning techniques were implemented for predicting CO2 thermal conductivity.•A massive database including 5893 experimental points was…”
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Applying hybrid support vector regression and genetic algorithm to water alternating CO2 gas EOR
Published in Greenhouse gases: science and technology (01-06-2020)“…Water alternating CO2 gas injection (WAG CO2) is one of the most promising enhanced oil recovery techniques. The optimization of this process requires…”
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Application of nature-inspired algorithms and artificial neural network in waterflooding well control optimization
Published in Journal of petroleum exploration and production technology (01-07-2021)“…With the aid of machine learning method, namely artificial neural networks, we established data-driven proxy models that could be utilized to maximize the net…”
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Prediction of CO2 diffusivity in brine using white-box machine learning
Published in Journal of petroleum science & engineering (01-07-2020)“…Accurate knowledge of the diffusivity coefficient of CO2 in brine has a significant effect on the design success and monitoring of CO2 storage in saline…”
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Corrigendum to “Production optimization under waterflooding with long short-term memory and metaheuristic algorithm” Petroleum 9 (2023) 53-60
Published in Petroleum (01-06-2023)Get full text
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Optimization of WAG in real geological field using rigorous soft computing techniques and nature-inspired algorithms
Published in Journal of petroleum science & engineering (01-11-2021)“…To meet the ever-increasing global energy demands, it is more necessary than ever to ensure increments in the recovery factors (RF) associated with oil…”
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Well production forecast in Volve field: Application of rigorous machine learning techniques and metaheuristic algorithm
Published in Journal of petroleum science & engineering (01-01-2022)“…Developing a model that can accurately predict the hydrocarbon production by only employing the conventional mathematical approaches can be very challenging…”
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A predictive model for the wettability of chalk
Published in SN applied sciences (01-10-2020)“…Wettability is usually measured in special core analyses of limited plug samples according to typically costly and time-consuming procedures. For comparative…”
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Corrigendum to “Modeling interfacial tension of the hydrogen-brine system using robust machine learning techniques: Implication for underground hydrogen storage” [Int J Hydrogen Energy 47(93), 1 December 2022, 39595–39605]
Published in International journal of hydrogen energy (01-12-2023)Get full text
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Smart Proxy Modeling of a Fractured Reservoir Model for Production Optimization: Implementation of Metaheuristic Algorithm and Probabilistic Application
Published in Natural resources research (New York, N.Y.) (01-06-2021)“…Numerical reservoir simulation has been recognized as one of the most frequently used aids in reservoir management. Despite having high calculability…”
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