Two-Phase Flow Regime Identification Based on Cross-Entropy and Information Extension Methods for Computerized Tomography

被引:11
|
作者
Wang, Qi [1 ]
Wang, Huaxiang [1 ]
Hao, Kuihong [2 ]
Dai, Peng [3 ]
机构
[1] Tianjin Univ, Sch Elect Engn & Automat, Tianjin 300072, Peoples R China
[2] Civil Aviat Univ China, Sch Aeronaut Mech & Avion Engn, Tianjin 300300, Peoples R China
[3] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore 639798, Singapore
基金
中国国家自然科学基金;
关键词
Computerized tomography (CT); cross-entropy method; image reconstruction; information extension; multiphase flow; IMAGE-RECONSTRUCTION; SYSTEM; PET; ALGORITHMS;
D O I
10.1109/TIM.2010.2058591
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Computerized tomography (CT) is applied to multiphase flow measurements in recent years. A new approach based on the cross-entropy and information extension methods is proposed for two-phase flow regime identification in this paper. Two minimum cross-entropy methods, namely, maximum a posteriori and simultaneous multiplicative algebraic reconstruction technique (ART), are presented. This paper discusses the selection of parameters and prior smoothing operator. An information extension method is proposed based on the geometrical model of the CT system to reduce ill condition and modify the edge shape of reconstruction. Both simulation and experiments were carried out for typical flow regimes, indicating that the proposed method can reduce the computation time and improve the resolution of the reconstructed images compared with the ART method.
引用
收藏
页码:488 / 495
页数:8
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