Intelligent classification of coal structure using multinomial logistic regression, random forest and fully connected neural network with multisource geophysical logging …
The structure of coal indicates the degree of its fragmentation after tectonic movement, which
affects the exploration and development of coalbed methane (CBM). Although coal core …
affects the exploration and development of coalbed methane (CBM). Although coal core …
Application of artificial neural network to predict slug liquid holdup
GH Abdul-Majeed, FS Kadhim, FHM Almahdawi… - International Journal of …, 2022 - Elsevier
This work demonstrates the artificial neural network (ANN) ability for predicting slug liquid
holdup (H LS), using 2525 measured points from 20 experimental studies. Six variables …
holdup (H LS), using 2525 measured points from 20 experimental studies. Six variables …
Empirical modelization of intermittent gas/liquid flow hydrodynamic parameters: the importance of distinguishing between plug and slug flows
Intermittent flow is one of the most complex flow regimes in horizontal pipes. Various studies
have classified this regime as two distinct subregimes: plug and slug flow. This classification …
have classified this regime as two distinct subregimes: plug and slug flow. This classification …
Analogy between vertical upward cap bubble and horizontal plug flow
The intermittent gas-liquid flow can be seen in both vertical upward and horizontal pipes. In
a vertical pipe, the gas pockets of intermittent flow can be present as cap bubbles (cap …
a vertical pipe, the gas pockets of intermittent flow can be present as cap bubbles (cap …
Identifying the intermittent flow sub-regimes using pressure drop time series fluctuations
From a literature survey, a deficiency has been noticed in objective methods to identify and
distinct between the intermittent flow sub-regimes. Thus, the aim of this study is to analyze …
distinct between the intermittent flow sub-regimes. Thus, the aim of this study is to analyze …
Probabilistic learning approach for the liquid holdup analysis of high-viscosity intermittent flows
JEV Guzmán, JA González-Treviño, L Torres… - Physics of …, 2024 - pubs.aip.org
A Gaussian mixture model (GMM) was implemented to investigate the relationship between
the liquid holdup (in various parts of the flow) and the pressure for different experimental …
the liquid holdup (in various parts of the flow) and the pressure for different experimental …