A New Void Fraction Measurement Method for Gas-Liquid Two-Phase Flow in Small Channels

Based on a laser diode, a 12 × 6 photodiode array sensor, and machine learning techniques, a new void fraction measurement method for gas-liquid two-phase flow in small channels is proposed. To overcome the influence of flow pattern on the void fraction measurement, the flow pattern of the two-phase...

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Main Authors: Huajun Li, Haifeng Ji, Zhiyao Huang, Baoliang Wang, Haiqing Li, Guohua Wu
Format: Article
Language:English
Published: MDPI AG 2016-01-01
Series:Sensors
Subjects:
Online Access:http://www.mdpi.com/1424-8220/16/2/159
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spelling doaj-6a205fbbec344274b924e71330abe3642020-11-24T23:21:44ZengMDPI AGSensors1424-82202016-01-0116215910.3390/s16020159s16020159A New Void Fraction Measurement Method for Gas-Liquid Two-Phase Flow in Small ChannelsHuajun Li0Haifeng Ji1Zhiyao Huang2Baoliang Wang3Haiqing Li4Guohua Wu5State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou 310027, ChinaState Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou 310027, ChinaState Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou 310027, ChinaState Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou 310027, ChinaState Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou 310027, ChinaKey Laboratory of Complex Systems Modeling and Simulation of Ministry of Education, Hangzhou Dianzi University, Hangzhou 310018, ChinaBased on a laser diode, a 12 × 6 photodiode array sensor, and machine learning techniques, a new void fraction measurement method for gas-liquid two-phase flow in small channels is proposed. To overcome the influence of flow pattern on the void fraction measurement, the flow pattern of the two-phase flow is firstly identified by Fisher Discriminant Analysis (FDA). Then, according to the identification result, a relevant void fraction measurement model which is developed by Support Vector Machine (SVM) is selected to implement the void fraction measurement. A void fraction measurement system for the two-phase flow is developed and experiments are carried out in four different small channels. Four typical flow patterns (including bubble flow, slug flow, stratified flow and annular flow) are investigated. The experimental results show that the development of the measurement system is successful. The proposed void fraction measurement method is effective and the void fraction measurement accuracy is satisfactory. Compared with the conventional laser measurement systems using standard laser sources, the developed measurement system has the advantages of low cost and simple structure. Compared with the conventional void fraction measurement methods, the proposed method overcomes the influence of flow pattern on the void fraction measurement. This work also provides a good example of using low-cost laser diode as a competent replacement of the expensive standard laser source and hence implementing the parameter measurement of gas-liquid two-phase flow. The research results can be a useful reference for other researchers’ works.http://www.mdpi.com/1424-8220/16/2/159gas-liquid two-phase flowsmall channelvoid fractionflow patternphotodiode array sensorlaser diode
collection DOAJ
language English
format Article
sources DOAJ
author Huajun Li
Haifeng Ji
Zhiyao Huang
Baoliang Wang
Haiqing Li
Guohua Wu
spellingShingle Huajun Li
Haifeng Ji
Zhiyao Huang
Baoliang Wang
Haiqing Li
Guohua Wu
A New Void Fraction Measurement Method for Gas-Liquid Two-Phase Flow in Small Channels
Sensors
gas-liquid two-phase flow
small channel
void fraction
flow pattern
photodiode array sensor
laser diode
author_facet Huajun Li
Haifeng Ji
Zhiyao Huang
Baoliang Wang
Haiqing Li
Guohua Wu
author_sort Huajun Li
title A New Void Fraction Measurement Method for Gas-Liquid Two-Phase Flow in Small Channels
title_short A New Void Fraction Measurement Method for Gas-Liquid Two-Phase Flow in Small Channels
title_full A New Void Fraction Measurement Method for Gas-Liquid Two-Phase Flow in Small Channels
title_fullStr A New Void Fraction Measurement Method for Gas-Liquid Two-Phase Flow in Small Channels
title_full_unstemmed A New Void Fraction Measurement Method for Gas-Liquid Two-Phase Flow in Small Channels
title_sort new void fraction measurement method for gas-liquid two-phase flow in small channels
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2016-01-01
description Based on a laser diode, a 12 × 6 photodiode array sensor, and machine learning techniques, a new void fraction measurement method for gas-liquid two-phase flow in small channels is proposed. To overcome the influence of flow pattern on the void fraction measurement, the flow pattern of the two-phase flow is firstly identified by Fisher Discriminant Analysis (FDA). Then, according to the identification result, a relevant void fraction measurement model which is developed by Support Vector Machine (SVM) is selected to implement the void fraction measurement. A void fraction measurement system for the two-phase flow is developed and experiments are carried out in four different small channels. Four typical flow patterns (including bubble flow, slug flow, stratified flow and annular flow) are investigated. The experimental results show that the development of the measurement system is successful. The proposed void fraction measurement method is effective and the void fraction measurement accuracy is satisfactory. Compared with the conventional laser measurement systems using standard laser sources, the developed measurement system has the advantages of low cost and simple structure. Compared with the conventional void fraction measurement methods, the proposed method overcomes the influence of flow pattern on the void fraction measurement. This work also provides a good example of using low-cost laser diode as a competent replacement of the expensive standard laser source and hence implementing the parameter measurement of gas-liquid two-phase flow. The research results can be a useful reference for other researchers’ works.
topic gas-liquid two-phase flow
small channel
void fraction
flow pattern
photodiode array sensor
laser diode
url http://www.mdpi.com/1424-8220/16/2/159
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