Data Driven Versus Transient Multiphase Flow Simulator for Virtual Flow Meter Application

This study aims to evaluate two independent approaches of Virtual Flow Meter (VFM) i. e., using Transient Multiphase Flow Simulator (TMFS) and data-driven using Diverse Ensemble Learning Neural Network (DELNN). The main objective of using the Virtual Flow Meter (VFM) developed from this study is to...

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Main Authors: Ishak, M.A.B., Ismail, I.B., Al-Qutami, T.A.H.
Format: Conference or Workshop Item
Institution: Universiti Teknologi Petronas
Record Id / ISBN-0: utp-eprints.29195 /
Published: Institute of Electrical and Electronics Engineers Inc. 2021
Online Access: https://www.scopus.com/inward/record.uri?eid=2-s2.0-85124151891&doi=10.1109%2fICIAS49414.2021.9642589&partnerID=40&md5=a86c7c3750e2f93127a5a95658a09183
http://eprints.utp.edu.my/29195/
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id utp-eprints.29195
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spelling utp-eprints.291952022-03-25T01:11:39Z Data Driven Versus Transient Multiphase Flow Simulator for Virtual Flow Meter Application Ishak, M.A.B. Ismail, I.B. Al-Qutami, T.A.H. This study aims to evaluate two independent approaches of Virtual Flow Meter (VFM) i. e., using Transient Multiphase Flow Simulator (TMFS) and data-driven using Diverse Ensemble Learning Neural Network (DELNN). The main objective of using the Virtual Flow Meter (VFM) developed from this study is to implement in real time as a mean of troubleshooting and validating the measurement provided by a physical Multiphase Flow Meter (MPFM) for well testing operation. The result of the study showed both VFM flow rate estimates were less than 10 of full-scale errorfor both oil and gas flow rates compared to the measured flow rate respectively. Additionally, both VFM also independently managed to track a similar trend of deviation in gas flow rate which help to identify failure in the Multiphase Flow Meter (MPFM) internal measurement devices. The result of the study proved that by employing two independent VFM approaches in parallel, we could position VFM with higher confidence as a reliable solution either as a backup or as a mean of troubleshooting solution to physical MPFM as well as an analytic tool to plan well testing procedure. © 2021 IEEE. Institute of Electrical and Electronics Engineers Inc. 2021 Conference or Workshop Item NonPeerReviewed https://www.scopus.com/inward/record.uri?eid=2-s2.0-85124151891&doi=10.1109%2fICIAS49414.2021.9642589&partnerID=40&md5=a86c7c3750e2f93127a5a95658a09183 Ishak, M.A.B. and Ismail, I.B. and Al-Qutami, T.A.H. (2021) Data Driven Versus Transient Multiphase Flow Simulator for Virtual Flow Meter Application. In: UNSPECIFIED. http://eprints.utp.edu.my/29195/
institution Universiti Teknologi Petronas
collection UTP Institutional Repository
description This study aims to evaluate two independent approaches of Virtual Flow Meter (VFM) i. e., using Transient Multiphase Flow Simulator (TMFS) and data-driven using Diverse Ensemble Learning Neural Network (DELNN). The main objective of using the Virtual Flow Meter (VFM) developed from this study is to implement in real time as a mean of troubleshooting and validating the measurement provided by a physical Multiphase Flow Meter (MPFM) for well testing operation. The result of the study showed both VFM flow rate estimates were less than 10 of full-scale errorfor both oil and gas flow rates compared to the measured flow rate respectively. Additionally, both VFM also independently managed to track a similar trend of deviation in gas flow rate which help to identify failure in the Multiphase Flow Meter (MPFM) internal measurement devices. The result of the study proved that by employing two independent VFM approaches in parallel, we could position VFM with higher confidence as a reliable solution either as a backup or as a mean of troubleshooting solution to physical MPFM as well as an analytic tool to plan well testing procedure. © 2021 IEEE.
format Conference or Workshop Item
author Ishak, M.A.B.
Ismail, I.B.
Al-Qutami, T.A.H.
spellingShingle Ishak, M.A.B.
Ismail, I.B.
Al-Qutami, T.A.H.
Data Driven Versus Transient Multiphase Flow Simulator for Virtual Flow Meter Application
author_sort Ishak, M.A.B.
title Data Driven Versus Transient Multiphase Flow Simulator for Virtual Flow Meter Application
title_short Data Driven Versus Transient Multiphase Flow Simulator for Virtual Flow Meter Application
title_full Data Driven Versus Transient Multiphase Flow Simulator for Virtual Flow Meter Application
title_fullStr Data Driven Versus Transient Multiphase Flow Simulator for Virtual Flow Meter Application
title_full_unstemmed Data Driven Versus Transient Multiphase Flow Simulator for Virtual Flow Meter Application
title_sort data driven versus transient multiphase flow simulator for virtual flow meter application
publisher Institute of Electrical and Electronics Engineers Inc.
publishDate 2021
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-85124151891&doi=10.1109%2fICIAS49414.2021.9642589&partnerID=40&md5=a86c7c3750e2f93127a5a95658a09183
http://eprints.utp.edu.my/29195/
_version_ 1741197203563610112
score 11.62408

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