Design-of-experiment-based proxy models for the estimation of the amount of dissolved CO2 in brine: A tool for screening of candidate aquifers in geo-sequestration
Sign Up to like & getrecommendations! Published in 2017 at "International Journal of Greenhouse Gas Control"
DOI: 10.1016/j.ijggc.2016.11.031
Abstract: Abstract In this study, a new tool for better estimation of CO 2 dissolution in aquifers is proposed. It will be shown that this model could increase the accuracy of the prediction considerably by involving… read more here.
Keywords: estimation; amount dissolved; proxy models; tool ... See more keywords
Robust optimization of the locations and types of multiple wells using CNN based proxy models
Sign Up to like & getrecommendations! Published in 2020 at "Journal of Petroleum Science and Engineering"
DOI: 10.1016/j.petrol.2020.107424
Abstract: Abstract For the cost-effective optimization of well locations and types under geologic uncertainty, proxy modeling or surrogate modeling of reservoir simulation is required. Recently, a machine learning algorithm has been widely applied to predict reservoir… read more here.
Keywords: proxy models; types multiple; based proxy; optimization ... See more keywords
Applications of smart proxies for subsurface modeling
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DOI: 10.1016/s1876-3804(20)60057-x
Abstract: Abstract Using artificial intelligence (AI) and machine learning (ML) techniques, we developed and validated the smart proxy models for history matching of reservoir simulation, sensitivity analysis, and uncertainty assessment by artificial neural network (ANN). The… read more here.
Keywords: smart proxy; reservoir simulation; proxy models; model ... See more keywords
Use of Proxy Models in Risk Analysis of Petroleum Fields
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DOI: 10.2118/185835-ms
Abstract: Risk assessment is a crucial process in the development of an oil field. Many tools and methods have been developed and applied in this area, such as reservoir simulation, surface response methodology and emulators. The… read more here.
Keywords: methodology; risk analysis; analysis; proxy models ... See more keywords
Fast Well Control Optimization with Two-Stage Proxy Modeling
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DOI: 10.3390/en16073269
Abstract: Waterflooding is one of the methods used for increased hydrocarbon production. Waterflooding optimization can be computationally prohibitive if the reservoir model or the optimization problem is complex. Hence, proxy modeling can yield a faster solution… read more here.
Keywords: proxy modeling; two stage; stage proxy; proxy ... See more keywords
Process Modelling and Simulation of Key Volatile Compounds of Maillard Reaction Products Derived from Beef Tallow Residue Hydrolysate Based on Proxy Models
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DOI: 10.3390/foods11192962
Abstract: The hydrolysis time is directly related to the flavor of the Maillard reaction, but existing proxy models cannot simulate and model the variation curves of vital volatile components. This study developed a predictive model for… read more here.
Keywords: volatile compounds; compounds maillard; maillard reaction; key volatile ... See more keywords