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 …

Flow pattern transition in pipes using data-driven and physics-informed machine learning

AM Quintino, DLLN da Rocha… - Journal of Fluids …, 2021 - asmedigitalcollection.asme.org
Flow pattern is an important engineering design factor in two-phase flow in the chemical,
nuclear, and energy industries, given its effects on pressure drop, holdup, and heat and …

Analogous behavior of pseudo-slug and churn flows in high viscosity liquid system and upward inclined pipes

A Soedarmo, G Soto-Cortes, E Pereyra… - International Journal of …, 2018 - Elsevier
Pseudo-slug (PS) and churn (CH) flows are among the least understood flow patterns for
gas-liquid flow in pipes, despite their importance in many engineering applications. Owing to …

Modeling Two-Phase Flow in Vertical and Deviated Wellbores Using Machine Learning Method

RM Elgaddafi, R Ahmed, S Salehi, MT Alsaba… - SPE Nigeria Annual …, 2023 - onepetro.org
The worst-case discharge during a blowout is a major concern for the oil and gas industry.
Various two-phase flow patterns are established in the wellbore during a blowout incident …

A comprehensive review of pseudo-slug flow

Y Fan, A Soedarmo, E Pereyra, C Sarica - Journal of Petroleum Science …, 2022 - Elsevier
Pseudo-slug flow is a subset of intermittent flow. It is commonly encountered in oil and gas
production operations of deviated natural gas wells or pipelines with liquid accumulation …

[图书][B] Gas-oil flow in upward-inclined pipes: pseudo-slug flow modeling and upscaling studies

AA Soedarmo - 2019 - search.proquest.com
This study attempts to address the unavailability of mechanistic model for pseudo-slug flow
and the limitation of upscaling studies of multiphase flow at elevated pressures. Pseudo-slug …

Effects of high oil viscosity on oil-gas upward flow behavior in deviated pipes

G Soto-Cortes, E Pereyra, C Sarica… - … Thermal and Fluid …, 2019 - Elsevier
Two-phase flow models play a fundamental role in the design, improvement, and operation
of oil and gas production systems. Considering very large high-viscosity oil reserves around …

Experimental Study on Friction Coefficient of Gas–Oil Two-Phase Flow in a Large Annulus

Z Wang, J Hu, S Pan, J Zhang, K Chen, B Sun - SPE Journal, 2024 - onepetro.org
The friction coefficient is an important factor that affects the accurate calculation of wellbore
annular pressure distribution and is of great significance for the safety of drilling operations …

A study on the effect of high liquid viscosity on slug flow characteristics in upward vertical flow

F Al-Ruhaimani, E Pereyra, C Sarica… - Journal of Petroleum …, 2018 - Elsevier
Understanding two-phase flow behavior in upward vertical wells is critical for proper well
design and operation. Current two-phase slug flow models and their closure relationships …

An assessment of gas void fraction prediction models in highly viscous liquid and gas two-phase vertical flows

JXF Ribeiro, R Liao, AM Aliyu, YD Baba… - Journal of Natural Gas …, 2020 - Elsevier
Gas void fraction plays a significant role in determination of several multiphase flow
parameters. Good insight of its behaviour coupled with accurate prediction is imperative for …