Full Text:   <3438>

CLC number: TB126

On-line Access: 2024-08-27

Received: 2023-10-17

Revision Accepted: 2024-05-08

Crosschecked: 0000-00-00

Cited: 2

Clicked: 6491

Citations:  Bibtex RefMan EndNote GB/T7714

-   Go to

Article info.
1. Reference List
Open peer comments

Journal of Zhejiang University SCIENCE A 2005 Vol.6 No.12 P.1441-1445

http://doi.org/10.1631/jzus.2005.A1441


Voidage measurement based on genetic algorithm and electrical capacitance tomography


Author(s):  Wang Wei-wei, Wang Bao-liang, Huang Zhi-yao, Li Hai-qing

Affiliation(s):  Department of Control Science and Engineering, Zhejiang University, Hangzhou 310027, China

Corresponding email(s):   wwwang@iipc.zju.edu.cn, zyhuang@iipc.zju.edu.cn

Key Words:  Voidage, Two-phase flow, Genetic Algorithm (GA), Electrical capacitance tomography (ECT)


Wang Wei-wei, Wang Bao-liang, Huang Zhi-yao, Li Hai-qing. Voidage measurement based on genetic algorithm and electrical capacitance tomography[J]. Journal of Zhejiang University Science A, 2005, 6(12): 1441-1445.

@article{title="Voidage measurement based on genetic algorithm and electrical capacitance tomography",
author="Wang Wei-wei, Wang Bao-liang, Huang Zhi-yao, Li Hai-qing",
journal="Journal of Zhejiang University Science A",
volume="6",
number="12",
pages="1441-1445",
year="2005",
publisher="Zhejiang University Press & Springer",
doi="10.1631/jzus.2005.A1441"
}

%0 Journal Article
%T Voidage measurement based on genetic algorithm and electrical capacitance tomography
%A Wang Wei-wei
%A Wang Bao-liang
%A Huang Zhi-yao
%A Li Hai-qing
%J Journal of Zhejiang University SCIENCE A
%V 6
%N 12
%P 1441-1445
%@ 1673-565X
%D 2005
%I Zhejiang University Press & Springer
%DOI 10.1631/jzus.2005.A1441

TY - JOUR
T1 - Voidage measurement based on genetic algorithm and electrical capacitance tomography
A1 - Wang Wei-wei
A1 - Wang Bao-liang
A1 - Huang Zhi-yao
A1 - Li Hai-qing
J0 - Journal of Zhejiang University Science A
VL - 6
IS - 12
SP - 1441
EP - 1445
%@ 1673-565X
Y1 - 2005
PB - Zhejiang University Press & Springer
ER -
DOI - 10.1631/jzus.2005.A1441


Abstract: 
A new voidage measurement method based on electrical capacitance tomography (ECT) technique, genetic Algorithm (GA) and Partial Least Square (PLS) method was proposed. The voidage measurement model, linear capacitance combination, was developed to measure on-line voidage. GA and PLS method were used to determine the coefficients of the voidage measurement model. GA was used to explore the optimal capacitance combination which gave significant contribution to the voidage measurement. PLS method was applied to determine the weight coefficient of the contribution of each capacitance to the voidage measurement. Flow pattern identification result was introduced to improve the voidage measurement accuracy. Experimental results showed that the proposed voidage measurement method is effective and that the measurement accuracy is satisfactory.

Darkslateblue:Affiliate; Royal Blue:Author; Turquoise:Article

Reference

[1] Ding, H., Ji, H.F., Huang, Z.Y., Li, H.Q., 2004a. Based on Higher-Order Statistics Flow Regime Identification of Gas-Liquid Two-Phase Flow. Proceedings of the 3rd International Symposium on Instrumentation Science and Technology, p.228-232.

[2] Ding, H., Ji, H.F., Huang, Z.Y., Li, H.Q., 2004b. Higher-Order Spectrum Analysis of the Differential Pressure Fluctuation Signals of Gas-Liquid Two-Phase Flow. Proceedings of the 4th International Symposium on Measurement Techniques for Multiphase Flows, p.511-515.

[3] Han, S.L., Wu, X.J., Ni, M., 2002. Limitation and improved model of GA in combinatorial optimization. Control and Decision, 17(2):219-222 (in Chinese).

[4] Helland, I.S., 2001. Some theoretical aspects of partial least squares regression. Chemometrics and Intelligent Laboratory Systems, 58:97-107.

[5] Hewitt, G.F., 1978. Measurement of Two Phase Flow Parameters. Academic Press, London.

[6] Huang, Z.Y., Wang, B.L., Li, H.Q., 2003. Application of electrical capacitance tomography to the void fraction measurement of two-phase flow. IEEE Trans. on Instrum. Meas., 52(1):7-12.

[7] Ji, H.F., Huang, Z.Y., Wang, B.L., Li, H.Q., 2001. Wavelet-Based Flow Regime Identification of Gas-Liquid Two-Phase Flow. Proceedings of International Conference on Power Engineering, p.492-496.

[8] Leite, J.P.B., Topping, B.H.V., 1998. Improved genetic operators for structural engineering optimization. Advances in Engineering Software, 29(7):529-562.

[9] Li, H.Q., 1991. Two-Phase Flow Parameter Measurement and Applications. Zhejiang University Press, Hangzhou, China (in Chinese).

[10] Li, H.Q., Huang, Z.Y., 2000. Special Measurement Technology and its Applications. Zhejiang University Press, Hangzhou, China (in Chinese).

[11] Lin, Z.H., 1992. Characteristics of Gas-Liquid Two-Phase Flow in Pipelines and Their Engineering Applications. Xi’an Jiaotong University Press, Xi’an, China (in Chinese).

[12] Philippe, B., Vincenzo, E.V., Michel, T., 2005. PLS generalised linear regression. Computational Statistics & Data Analysis, 48:17-46.

[13] Shao, X.Y., Huang, Z.Y., Ji, H.F., Li, H.Q., 2003. Study on flow pattern identification of gas-oil two-phase flow based on electrical capacitance tomography and fuzzy pattern recognition. J. Chem. Eng. of Chinese Univ., 17(6):616-621 (in Chinese).

[14] Xuan, G.N., Cheng, R.W., 2004. Genetic Algorithms and Engineering Optimization. Tsinghua University Press, Beijing, China (in Chinese).

Open peer comments: Debate/Discuss/Question/Opinion

<1>

Please provide your name, email address and a comment





Journal of Zhejiang University-SCIENCE, 38 Zheda Road, Hangzhou 310027, China
Tel: +86-571-87952783; E-mail: cjzhang@zju.edu.cn
Copyright © 2000 - 2024 Journal of Zhejiang University-SCIENCE