An investigation of three-phase counter-current flow using X-ray computerized tomography and neuro-simulation modeling

M. Al-Wadahi, A. S. Grader, T. Ertekin

Research output: Contribution to journalArticle

Abstract

This work examines the physics of three-phase counter-current fluid flow driven by gravity and capillary transport mechanisms through a combination of experimental measurements and neuro-simulation modeling. There have been only a few scientific reports in the literature addressing counter-current flow phenomena, especially under three-phase flow conditions. Counter-current flow driven by gravity and capillarity may occur in fractured reservoirs (both in matrix and fractures), in solution gas drive and gas cap reservoirs with high vertical permeability, and in some water-flooding operations. Three-phase flow experiments were conducted with an idealized system and the temporal and spatial saturation distributions during counter-current flow periods were acquired using computerized tomography. The experimental results were simulated using a conventional reservoir simulator. The simulation results provided the basis for training an artificial neural network through which the best relative permeability and capillary pressure functions that match the experimental data were obtained using a pattern recognition protocol.

Original languageEnglish
Pages (from-to)469-480
Number of pages12
JournalSPE Reservoir Engineering (Society of Petroleum Engineers)
Issue numberB
Publication statusPublished - 2000

Fingerprint

Computerized tomography
Capillarity
Gravitation
Gases
X rays
Computer simulation
Pattern recognition
Flow of fluids
Physics
Simulators
Neural networks
Water
Experiments

ASJC Scopus subject areas

  • Process Chemistry and Technology

Cite this

@article{0fa3e20fd9eb4545874895d295c532d2,
title = "An investigation of three-phase counter-current flow using X-ray computerized tomography and neuro-simulation modeling",
abstract = "This work examines the physics of three-phase counter-current fluid flow driven by gravity and capillary transport mechanisms through a combination of experimental measurements and neuro-simulation modeling. There have been only a few scientific reports in the literature addressing counter-current flow phenomena, especially under three-phase flow conditions. Counter-current flow driven by gravity and capillarity may occur in fractured reservoirs (both in matrix and fractures), in solution gas drive and gas cap reservoirs with high vertical permeability, and in some water-flooding operations. Three-phase flow experiments were conducted with an idealized system and the temporal and spatial saturation distributions during counter-current flow periods were acquired using computerized tomography. The experimental results were simulated using a conventional reservoir simulator. The simulation results provided the basis for training an artificial neural network through which the best relative permeability and capillary pressure functions that match the experimental data were obtained using a pattern recognition protocol.",
author = "M. Al-Wadahi and Grader, {A. S.} and T. Ertekin",
year = "2000",
language = "English",
pages = "469--480",
journal = "SPE Reservoir Engineering",
issn = "0885-9248",
publisher = "Society of Petroleum Engineers (SPE)",
number = "B",

}

TY - JOUR

T1 - An investigation of three-phase counter-current flow using X-ray computerized tomography and neuro-simulation modeling

AU - Al-Wadahi, M.

AU - Grader, A. S.

AU - Ertekin, T.

PY - 2000

Y1 - 2000

N2 - This work examines the physics of three-phase counter-current fluid flow driven by gravity and capillary transport mechanisms through a combination of experimental measurements and neuro-simulation modeling. There have been only a few scientific reports in the literature addressing counter-current flow phenomena, especially under three-phase flow conditions. Counter-current flow driven by gravity and capillarity may occur in fractured reservoirs (both in matrix and fractures), in solution gas drive and gas cap reservoirs with high vertical permeability, and in some water-flooding operations. Three-phase flow experiments were conducted with an idealized system and the temporal and spatial saturation distributions during counter-current flow periods were acquired using computerized tomography. The experimental results were simulated using a conventional reservoir simulator. The simulation results provided the basis for training an artificial neural network through which the best relative permeability and capillary pressure functions that match the experimental data were obtained using a pattern recognition protocol.

AB - This work examines the physics of three-phase counter-current fluid flow driven by gravity and capillary transport mechanisms through a combination of experimental measurements and neuro-simulation modeling. There have been only a few scientific reports in the literature addressing counter-current flow phenomena, especially under three-phase flow conditions. Counter-current flow driven by gravity and capillarity may occur in fractured reservoirs (both in matrix and fractures), in solution gas drive and gas cap reservoirs with high vertical permeability, and in some water-flooding operations. Three-phase flow experiments were conducted with an idealized system and the temporal and spatial saturation distributions during counter-current flow periods were acquired using computerized tomography. The experimental results were simulated using a conventional reservoir simulator. The simulation results provided the basis for training an artificial neural network through which the best relative permeability and capillary pressure functions that match the experimental data were obtained using a pattern recognition protocol.

UR - http://www.scopus.com/inward/record.url?scp=0034589611&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=0034589611&partnerID=8YFLogxK

M3 - Article

SP - 469

EP - 480

JO - SPE Reservoir Engineering

JF - SPE Reservoir Engineering

SN - 0885-9248

IS - B

ER -