An Accurate Machine for Real-Time Two-Phase Flowmetering in a Laboratory-Scale Flow Loop

被引:10
作者
Meribout, Mahmoud [1 ]
Al-Rawahi, Nabeel Z. [2 ]
Al-Naamany, Ahmed M. [1 ]
Al-Bimani, Ali [3 ]
Al Busaidi, Khamis [4 ]
Meribout, Adel [1 ]
机构
[1] Sultan Qaboos Univ, Dept Elect & Comp Engn, Muscat 123, Oman
[2] Sultan Qaboos Univ, Dept Mech & Ind Engn, Muscat 123, Oman
[3] Sultan Qaboos Univ, Dept Petr & Chem Engn, Muscat 123, Oman
[4] Petr Dev Oman LLC, Muscat 113, Oman
关键词
Neural network; pattern recognition; two-phase flowmeter (TPFM); venture sensor; water-cut measurement;
D O I
10.1109/TIM.2009.2015702
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
A new flow measurement system for real-time How computation of a two-phase flow in an oil field is described. The system utilizes an array of ultrasound sensors together with capacitance and conductance sensors to accurately interpret the fluid composition in the whole water-cut range. The flow rate is determined using venturi and differential pressure techniques. A dedicated hierarchical neural network algorithm that relies on the various physical properties of the fluid was implemented and tested in a laboratory-scale flow loop. Experimental results demonstrated that real-time classification within a 5% relative error in volumetric flow regardless of the flow regime or the fluid composition can be achieved. This is an improvement over traditional systems, where weak accuracy is usually obtained either within the 40%-60% water-cut range or in the case of a high water cut.
引用
收藏
页码:2686 / 2696
页数:11
相关论文
共 9 条
  • [1] Design and implementation of a new nonradioactive-bdsed machine for detecting oil-water interfaces in oil tanks
    Al-Naamany, Ahmed M.
    Meribout, Mahmoud
    Al Busaidi, Khamis
    [J]. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2007, 56 (05) : 1532 - 1536
  • [2] Box G. E. P., 2004, STAT EXPT
  • [3] Chaoki J., 2006, NONINVASIVE MONITORI
  • [4] Coleman H. W., 2007, EXPT UNCERTAINTY ANA
  • [5] FUEKI M, 2000, P AS PAC C INT MOD A
  • [6] Lynnworth L. C., 2006, ULTRASONIC MEASUREME
  • [7] Povey M. J. W., 2005, ULTRASONIC TECHNIQUE
  • [8] QUI J, 1993, P 6L ANN TECH C EXH
  • [9] WHITAKER TS, 2005, P 6 INT C FLOMEKO SE, P628