Deep learning–driven permeability estimation from 2D images
… on SEM images within a predictive framework for permeability estimation are lacking. In
order to close this gap, we introduce a deep learning (DL) algorithm for the direct prediction of …
order to close this gap, we introduce a deep learning (DL) algorithm for the direct prediction of …
Prediction of porosity and permeability alteration based on machine learning algorithms
… of various machine learning algorithms for the prediction of … alteration of porosity and
permeability after reservoir desalination … First, we estimate salts concentrations with corresponding …
permeability after reservoir desalination … First, we estimate salts concentrations with corresponding …
[HTML][HTML] Comparison of machine learning methods for estimating permeability and porosity of oil reservoirs via petro-physical logs
… machine learning methods including conventional artificial neural network, genetic algorithm…
of hybridized machine learning methods in porosity and permeability estimations can lead …
of hybridized machine learning methods in porosity and permeability estimations can lead …
Permeability prediction and diagenesis in tight carbonates using machine learning techniques
H Al Khalifah, PWJ Glover, P Lorinczi - Marine and Petroleum Geology, 2020 - Elsevier
… and genetic algorithms for the prediction of permeability in tight … more reliable way to estimate
the permeability of very tight … learning techniques for the estimation of the permeability of …
the permeability of very tight … learning techniques for the estimation of the permeability of …
Fracture Permeability Estimation Under Complex Physics: A Data-Driven Model Using Machine Learning
… Herein, Artificial Neural Network (ANN) coupling with Bayesian optimization algorithm is …
included model using machine learning to estimate fracture permeability under complex physics …
included model using machine learning to estimate fracture permeability under complex physics …
[HTML][HTML] Machine and deep learning for estimating the permeability of complex carbonate rock from X-ray micro-computed tomography
M Tembely, AM AlSumaiti, WS Alameri - Energy Reports, 2021 - Elsevier
… learning algorithms to assess the permeability. A broad variety of supervised learning algorithms
… found that the predicted permeability of a complex carbonate by machine learning (ML) …
… found that the predicted permeability of a complex carbonate by machine learning (ML) …
[HTML][HTML] Prediction of permeability from well logs using a new hybrid machine learning algorithm
… -SSD algorithm was designed and employed to estimate the … generalizable in comparison
with classic algorithms [3]. Thus, … algorithms were used as Neural Network learning algorithms. …
with classic algorithms [3]. Thus, … algorithms were used as Neural Network learning algorithms. …
A deep learning perspective on predicting permeability in porous media from network modeling to direct simulation
… estimate. To circumvent the limitations inherent to PNM, we develop a machine learning (ML)
algorithm for … 15], 2D thin section images were used to estimate permeability using CNN by …
algorithm for … 15], 2D thin section images were used to estimate permeability using CNN by …
Rapid estimation of permeability from digital rock using 3D convolutional neural network
J Hong, J Liu - Computational Geosciences, 2020 - Springer
… approach for rapidly estimating permeability in anisotropic … The shrinking and expanding
algorithms are employed as … parameters are critical to estimate permeability. Afterwards, direct …
algorithms are employed as … parameters are critical to estimate permeability. Afterwards, direct …
Estimation of permeability of soil using easy measured soil parameters: assessing the artificial intelligence-based models
… RF is one of the most powerful and supervised machine-learning algorithms that are both
capable of regression and classification of task. As the name suggests this method creates with …
capable of regression and classification of task. As the name suggests this method creates with …
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