A research of dynamic compensation of coriolis mass flowmeter based on BP neural networks

被引:10
作者
Zheng, Dezhi [1 ]
Peng, Peng [1 ]
Fan, Shangchun [1 ]
机构
[1] Beihang Univ, Sch Instrument Sci & Optoelect Engn, Beijing 100191, Peoples R China
基金
中国国家自然科学基金;
关键词
Back Propagation; Back Propagation Neural Network; Gradient Descent Method; Hide Layer Node; Output Layer Node;
D O I
10.1134/S0020441213020127
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
As a resonate sensor, Coriolis Mass Flowmeter (CMF) provides a direct measurement of mass flow and is widely used in flow measurement field. However, defect of dynamic characteristics has become the main factor which restricts its further application in batch filling processes. Based on theoretical analysis, a dynamic compensation system, BP (Back-Propagation) neural network dynamic compensation method is designed in order to solve this problem. Adding a neural network dynamic compensation segment after the sensor's output, the method uses the gradient descent method with an additional momentum factor for neural network training. Studies have shown that this method greatly improves the dynamic characteristics of the Coriolis mass flowmeter.
引用
收藏
页码:365 / 370
页数:6
相关论文
共 15 条
  • [1] A-long Yu., 2010, P 2 INT C INF SCI EN, P1
  • [2] Changhong D., 2007, APPL NEURAL NETWORKS, P64
  • [3] Dezhi Z., 2010, IND EL APPL ISIEA 20, P46
  • [4] On-line dynamic error compensation of accelerometers by uncertainty-optimal filtering
    Eichstaedt, Sascha
    Link, Alfred
    Bruns, Thomas
    Elster, Clemens
    [J]. MEASUREMENT, 2010, 43 (05) : 708 - 713
  • [5] Gang L., 2007, TRANSDUCER MICROSYST, V26, P70
  • [6] Jiandong M., 2007, SENSOR ACTUATOR, V20, P2284
  • [7] Junqing H., 1996, KINETICS MEASURING S, P108
  • [8] Kejun X., 1999, CHINESE J SCI I, V20, P541
  • [9] Dynamic compensation of Nonlinear sensors by a learning-from-examples approach
    Marconato, Anna
    Hu, Mingqing
    Boni, Andrea
    Petri, Dario
    [J]. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2008, 57 (08) : 1689 - 1694
  • [10] Coriolis -: The almost perfect flow meter
    Reizner, JR
    [J]. COMPUTING & CONTROL ENGINEERING JOURNAL, 2003, 14 (04): : 28 - 33