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Identification of two-phase flow regime using ultrasonic phased array
Flow regime is one of the key characteristics of gas-liquid two-phase pipe-flows and its identification is essential for several industrial applications. In this paper, the ultrasonic phased array technology is used to identify flow regimes of two-phase (air-water) vertical flow. The ultrasonic phas...
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Published in: | Flow measurement and instrumentation 2020-04, Vol.72, p.101726, Article 101726 |
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Main Authors: | , , , , , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
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Summary: | Flow regime is one of the key characteristics of gas-liquid two-phase pipe-flows and its identification is essential for several industrial applications. In this paper, the ultrasonic phased array technology is used to identify flow regimes of two-phase (air-water) vertical flow. The ultrasonic phased array can perform multi-point, omnidirectional detection to obtain high-resolution data suitable for image processing. The scanned images, which have distinctive features, are subjected to a series of image-treatment techniques, such as principle component analysis, to extract information necessary for flow regime identification. The K-nearest neighbors (KNN) classification algorithm is then used to identify flow regimes with high accuracy.
•Ultrasonic phased array technology is used to identify the flow patterns of two-phase flow in a vertical pipe.•Data processing is based on image processing, which the K nearest neighbor identification method is selected.•The flow patterns accuracy reaches 99.35%. |
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ISSN: | 0955-5986 1873-6998 |
DOI: | 10.1016/j.flowmeasinst.2020.101726 |