Gas-water two-phase flow regime identification with feature fusion from an ERT system and a V-cone meter

C. Tan, F. Dong
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引用次数: 12

Abstract

Gas-water two-phase flow is of significance in industrial process and scientific research field. Its flow regime determines the flow parameters and the method of flow measurement. Precise identification of flow regime has been a popular subject for a long time. In this work, a series of experiments on gas-water two-phase flows were conducted in a 50mm diameter horizontal pipe, the flow parameters were measured with an Electrical Resistance Tomography (ERT) system and a V-cone meter. A method of feature extraction from the above two instruments is presented and the flow regime was recognized by using a Support Vector Machine (SVM) method. Additionally, the feature fusion methods are selected and compared to discuss the method of improving the flow regime recognition performance.
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基于ERT系统和v锥流量计特征融合的气水两相流型识别
气水两相流在工业过程和科学研究领域具有重要意义。其流态决定了流量参数和流量测量方法。长期以来,流型的精确识别一直是一个热门课题。本文在直径为50mm的水平管道中进行了气水两相流动的一系列实验,采用电阻层析成像(ERT)系统和v锥仪测量了流动参数。提出了一种从两种仪器中提取特征的方法,并利用支持向量机(SVM)方法对流态进行识别。此外,对特征融合方法进行了选择和比较,讨论了提高流型识别性能的方法。
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