DocumentCode
1736710
Title
Application of PLSR to the Voidage Measurement of Gas-oil Two-phase Flow
Author
Xia, Li ; Baoliang, Wang ; Zhiyao, Huang ; Haiqing, Li
Author_Institution
Zhejiang Univ., Hangzhou
fYear
2007
Abstract
Based on ECT technique and partial least squares regression (PLSR), a new voidage measurement method for gas-oil two-phase flow was proposed. PLSR was utilized to develop the voidage measurement models for given flow patterns. In practical voidage measurement process, according to the flow pattern identification result, a related PLSR based model was selected to calculate the measurement voidage. Experimental results show that the proposed method is effective and the accuracy of the voidage measurement is satisfactory. The maximum measurement error is less than 5%. Research results also verify the good real-time performance of the proposed voidage measurement method. Because it implements the voidage measurement without the time-consuming image reconstruction process, the total voidage measurement time is less than 0.1 s.
Keywords
computerised tomography; flow measurement; least squares approximations; petroleum industry; regression analysis; two-phase flow; PLSR; electrical capacitance tomography; flow pattern identification; gas-oil two-phase flow; partial least squares regression; time-consuming image reconstruction; voidage measurement; Capacitance measurement; Capacitive sensors; Data acquisition; Dielectric measurements; Electrical capacitance tomography; Fluid flow measurement; Image reconstruction; Instruments; Least squares methods; Time measurement; Capacitance; Partial Least Squares Regression; Two-phase flow; Voidage;
fLanguage
English
Publisher
ieee
Conference_Titel
Electronic Measurement and Instruments, 2007. ICEMI '07. 8th International Conference on
Conference_Location
Xi´an
Print_ISBN
978-1-4244-1136-8
Electronic_ISBN
978-1-4244-1136-8
Type
conf
DOI
10.1109/ICEMI.2007.4351193
Filename
4351193
Link To Document