Adaptive Kalman Estimation of Phase Holdup of Water-Continuous Oil-Water Two-Phase Flow

被引:5
|
作者
Fu, Guangzhi [1 ]
Tan, Chao [1 ]
Wu, Hao [1 ]
Dong, Feng [1 ]
机构
[1] Tianjin Univ, Sch Elect & Informat Engn, Tianjin Key Lab Proc Measurement & Control, Tianjin 300072, Peoples R China
来源
IEEE ACCESS | 2017年 / 5卷
基金
中国国家自然科学基金;
关键词
Adaptive state estimation; conductance sensors; Kalman filter; oil-water two-phase flow; phase holdup; GAMMA-RAY ATTENUATION; MEASURING VOID FRACTION; CAPACITANCE SENSORS; PARTICLE-SIZE; OPTIMIZATION; DESIGN; FUSION; SYSTEM;
D O I
10.1109/ACCESS.2017.2670549
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Phase holdup measurement of the two-phase flow is of significance in industrial process. Accurate and real-time measurement of phase holdup is a critical problem requiring urgent solutions. Conductance sensors determine the flow parameters by detecting the change of electrical parameters. Kalman filter is widely applied in state estimation, and oil-water two-phase flow holdup measurement is considered as a state estimation problem in this paper. By using upstream and downstream measuring fluctuation information, an adaptive Kalman estimation model based on discrete cross-correlation with adaptive state transition matrix, and a serial estimation model based on unscented Kalman filter carrying out linear and nonlinear estimations successively are proposed combining with specific flow state. The proposed methods have been validated by online experiments, and the average error of phase holdup estimate is 1.5%.
引用
收藏
页码:3569 / 3579
页数:11
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