A high performance gas-liquid two-phase flow meter based on gamma-ray attenuation and scattering

被引:18
作者
Roshani, G. H. [1 ]
Nazemi, E. [2 ,3 ]
机构
[1] Kermanshah Univ Technol, Elect Engn Dept, Kermanshah, Iran
[2] Nucl Sci & Technol Res Inst, Tehran, Iran
[3] Shahid Beheshti Univ, Radiat Applicat Dept, Tehran, Iran
关键词
Gamma-ray; Transmission and scattering; Artificial neural network; Density independent; Flow regime independent; Void fraction; ARTIFICIAL NEURAL-NETWORK; VOLUME FRACTION PREDICTION; VOID FRACTION; MULTIPHASE FLOWS; PHASE DENSITY; ONE DETECTOR; PIPE-FLOW; REGIME; OPTIMIZATION; DENSITOMETER;
D O I
10.1007/s41365-017-0310-z
中图分类号
TL [原子能技术]; O571 [原子核物理学];
学科分类号
0827 ; 082701 ;
摘要
The ability to precisely estimate the void fraction of multiphase flow in a pipe is very important in the petroleum industry. In this paper, an approach based on our previous works is proposed for predicting the void fraction independent of flow regime and liquid phase density changes in gas-liquid two-phase flows. Implemented technique is a combination of dual modality densitometry and multi-beam gamma-ray attenuation techniques. The detection system is comprised of a single energy fan beam, two transmission detectors, and one scattering detector. In this work, artificial neural network (ANN) was also implemented to predict the void fraction percentage independent of the flow regime and liquid phase density changes. Registered counts in three detectors and void fraction percentage were utilized as the inputs and output of ANN, respectively. By applying the proposed methodology, the void fraction was estimated with a mean relative error of less than just 1.2480%.
引用
收藏
页数:9
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