Characterisation and classification of gas-liquid two-phase flow using conductivity probe and multiple optical sensors

被引:17
|
作者
Chakraborty, Shubhankar [1 ,2 ]
Das, Prasanta Kr [2 ]
机构
[1] Indian Inst Informat Technol Design & Mfg Kanchee, Dept Mech Engn, Chennai 600127, Tamil Nadu, India
[2] Indian Inst Technol Kharagpur, Dept Mech Engn, Kharagpur 721302, W Bengal, India
关键词
Multiphase flow; Conductivity probe; Optical probe; Multisensor measurement; Data fusion; PCA; k-mean clustering; ELECTRICAL CAPACITANCE TOMOGRAPHY; LOCAL VOID FRACTION; IMPEDANCE TOMOGRAPHY; REGIME IDENTIFICATION; GAMMA-DENSITOMETRY; VERTICAL TUBES; BUBBLY FLOW; SLUG FLOW; VELOCITY; PARAMETERS;
D O I
10.1016/j.ijmultiphaseflow.2019.103193
中图分类号
O3 [力学];
学科分类号
08 ; 0801 ;
摘要
Attempts have been made for identification and classification of regimes for upward air-water two-phase flow fusing the response from multiple sensors. A needle type conductivity probe and different combinations of optical probes have been employed. The statistical signatures of the signals have been used for identification of the type of flow and revealing some information regarding the interfacial structure. The signals have further been processed using Principal Component Analysis (PCA) and used to classify the flow regime by k-mean clustering algorithm. Classifications have been made using signals from different individual sensors as well as combining them. Finally, the performance of the predictions made by these sensor combinations have been made using confusion matrix. (C) 2019 Elsevier Ltd. All rights reserved.
引用
收藏
页数:16
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