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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4801537/ https://www.ncbi.nlm.nih.gov/pubmed/26828488 http://dx.doi.org/10.3390/s16020159 |
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author | Li, Huajun Ji, Haifeng Huang, Zhiyao Wang, Baoliang Li, Haiqing Wu, Guohua |
author_facet | Li, Huajun Ji, Haifeng Huang, Zhiyao Wang, Baoliang Li, Haiqing Wu, Guohua |
author_sort | Li, Huajun |
collection | PubMed |
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. |
format | Online Article Text |
id | pubmed-4801537 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-48015372016-03-25 A New Void Fraction Measurement Method for Gas-Liquid Two-Phase Flow in Small Channels Li, Huajun Ji, Haifeng Huang, Zhiyao Wang, Baoliang Li, Haiqing Wu, Guohua Sensors (Basel) Article 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. MDPI 2016-01-27 /pmc/articles/PMC4801537/ /pubmed/26828488 http://dx.doi.org/10.3390/s16020159 Text en © 2016 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons by Attribution (CC-BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Li, Huajun Ji, Haifeng Huang, Zhiyao Wang, Baoliang Li, Haiqing Wu, Guohua A New Void Fraction Measurement Method for Gas-Liquid Two-Phase Flow in Small Channels |
title | 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_short | 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 |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4801537/ https://www.ncbi.nlm.nih.gov/pubmed/26828488 http://dx.doi.org/10.3390/s16020159 |
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