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Identification of two-phase flow regime using ultrasonic phased array
- Source :
- Flow Measurement and Instrumentation. 72:101726
- Publication Year :
- 2020
- Publisher :
- Elsevier BV, 2020.
-
Abstract
- 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.
- Subjects :
- Computer science
Phased array
Acoustics
0207 environmental engineering
Image processing
02 engineering and technology
01 natural sciences
Computer Science Applications
Physics::Fluid Dynamics
010309 optics
Identification (information)
Flow (mathematics)
Modeling and Simulation
0103 physical sciences
Principal component analysis
Ultrasonic sensor
Two-phase flow
Electrical and Electronic Engineering
020701 environmental engineering
Omnidirectional antenna
Instrumentation
Subjects
Details
- ISSN :
- 09555986
- Volume :
- 72
- Database :
- OpenAIRE
- Journal :
- Flow Measurement and Instrumentation
- Accession number :
- edsair.doi...........f3b2686c02290c898db46421c3fcc649
- Full Text :
- https://doi.org/10.1016/j.flowmeasinst.2020.101726