Permeability prediction for carbonate reservoir using a data-driven model comprising deep learning network, particle swarm optimization, and support vector regression: a case study of the LULA oilfield
Sign Up to like & getrecommendations! Published in 2019 at "Arabian Journal of Geosciences"
DOI: 10.1007/s12517-019-4804-3
Abstract: Permeability is universally considered as an important parameter since its data is critical for some basic geological work, such as constructing a pore-throat system of reservoir, evaluating flowing capability of formation, etc. Accordingly, how to… read more here.
Keywords: permeability prediction; data driven; deep learning; permeability ... See more keywords
Permeability prediction for flow normal to columnar solidification structures by large–scale simulations of phase–field and lattice Boltzmann methods
Sign Up to like & getrecommendations! Published in 2019 at "Acta Materialia"
DOI: 10.1016/j.actamat.2018.10.039
Abstract: Abstract Computer simulation is the most promising approach for the systematical permeability prediction of liquid flow in the mushy zone for various solidification conditions. In this study, we propose a permeability prediction method by using… read more here.
Keywords: solidification; solidification structures; permeability prediction; permeability ... See more keywords
A review of experimental and numerical modeling of digital coalbed methane: Imaging, segmentation, fracture modeling and permeability prediction
Sign Up to like & getrecommendations! Published in 2020 at "International Journal of Coal Geology"
DOI: 10.1016/j.coal.2020.103552
Abstract: Abstract Coalbed methane (CBM) is a form of natural gas that is extracted from coalbeds. Characterization of CBMs is very challenging mostly due to the very complex fracture system leading to ambiguous fluid and petrophysical… read more here.
Keywords: permeability prediction; fracture; coalbed methane; permeability ... See more keywords
A more generalized model for relative permeability prediction in unsaturated fractal porous media
Sign Up to like & getrecommendations! Published in 2019 at "Journal of Natural Gas Science and Engineering"
DOI: 10.1016/j.jngse.2019.04.019
Abstract: Abstract Although lots of models for relative permeability prediction have been developed in literature, the effect of pore geometric tortuosity on relative permeability has not been well discussed, as usually the tortuosity of pores with… read more here.
Keywords: permeability prediction; relative permeability; permeability; tortuosity ... See more keywords
A parametric study of machine learning techniques in petroleum reservoir permeability prediction by integrating seismic attributes and wireline data
Sign Up to like & getrecommendations! Published in 2019 at "Journal of Petroleum Science and Engineering"
DOI: 10.1016/j.petrol.2019.01.110
Abstract: One of the recipes for the big data and artificial intelligence paradigms is multi-dimensional data integration for improved decision making in petroleum reservoir characterization. Various machine learning (ML) techniques have been applied. However, there is… read more here.
Keywords: permeability prediction; petroleum; permeability; petroleum reservoir ... See more keywords
Pattern visualization and understanding of machine learning models for permeability prediction in tight sandstone reservoirs
Sign Up to like & getrecommendations! Published in 2020 at "Journal of Petroleum Science and Engineering"
DOI: 10.1016/j.petrol.2020.108142
Abstract: Abstract Permeability prediction is a key and difficult task in hydrocarbon reservoir characterization. Machine learning has long been studied for permeability prediction using porosity and wireline logs. However, machine learning, but has not been widely… read more here.
Keywords: permeability; permeability prediction; machine learning; learning models ... See more keywords
DeePred-BBB: A Blood Brain Barrier Permeability Prediction Model With Improved Accuracy
Sign Up to like & getrecommendations! Published in 2022 at "Frontiers in Neuroscience"
DOI: 10.3389/fnins.2022.858126
Abstract: The blood-brain barrier (BBB) is a selective and semipermeable boundary that maintains homeostasis inside the central nervous system (CNS). The BBB permeability of compounds is an important consideration during CNS-acting drug development and is difficult… read more here.
Keywords: permeability; permeability prediction; deepred bbb; bbb permeability ... See more keywords