Temperature Compensation of Ultrasonic Flow Measurement Based on the Neural Network

被引:14
|
作者
Wang, Yan-xia [1 ]
Li, Zhi-hao [1 ]
机构
[1] Qingdao Univ Sci & Technol, Coll Automat & Elect Engn, Qingdao 266042, Peoples R China
关键词
NN; temperature compensation; ultrasonic; flow measurement;
D O I
10.1109/AICI.2009.325
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In order to eliminate the influence of temperature on ultrasonic flow measurement, on the basis of nonlinear compensation method, temperature compensating model of ultrasonic flow measurement is established by the application of BP (Back Propagation) neural network. The network is adjusted by measuring samples to compensate temperature loss of the ultrasonic flow measurement system. The simulation results show that the influence of temperature on the ultrasonic flow measurement is dramatically reduced to 3% from 5.2% which fulfill the targets of reducing errors and increasing measurement precision. By using neural network technique, the precision of the ultrasonic flow measurement is improved greatly, and the accurate intelligent temperature compensation of the ultrasonic flow measurement is made.
引用
下载
收藏
页码:21 / 24
页数:4
相关论文
共 50 条
  • [41] Analysis of the influence of infrared temperature measurement based on reflected temperature compensation and incidence temperature compensation
    Shi, Dongping
    Wu, Chao
    Li, Zijun
    Pan, Wei
    Hongwai yu Jiguang Gongcheng/Infrared and Laser Engineering, 2015, 44 (08): : 2321 - 2326
  • [42] Vision Measurement Error Compensation Research of Double-Theodolite Based on Neural Network Approaching
    Li Kai
    Yuan Feng
    Ding Zhenliang
    Qiu Zhenlin
    2011 30TH CHINESE CONTROL CONFERENCE (CCC), 2011, : 2815 - 2820
  • [43] Research on registration error compensation of large-scale measurement field based on neural network
    Huang, Lulu
    Huang, Xiang
    Li, Shuanggao
    Hou, Guoyi
    REVIEW OF SCIENTIFIC INSTRUMENTS, 2023, 94 (06):
  • [44] A COD measurement method with turbidity compensation based on a variable radial basis function neural network
    Fan, Renhao
    Wang, Senlin
    Chen, Hao
    ANALYTICAL METHODS, 2023, 15 (40) : 5360 - 5368
  • [45] MEMS-based Ultrasonic Flow Measurement
    Zhang Jin
    Wang Boxiong
    Luo Xiuzhi
    Fan Shangchun
    Zhang Lixin
    ISTM/2009: 8TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-6, 2009, : 1227 - 1232
  • [46] Application of neural network in temperature compensation of FOG scale factor
    Chen, Yong-Qi
    Zhang, Chun-Xi
    Zhu, Kui-Bao
    Yadian Yu Shengguang/Piezoelectrics and Acoustooptics, 2007, 29 (05): : 516 - 518
  • [47] Temperature Compensation of Crystal Oscillators Using an Artificial Neural Network
    Esterline, John C.
    2012 IEEE INTERNATIONAL FREQUENCY CONTROL SYMPOSIUM (FCS), 2012,
  • [48] Artificial Neural Network Model for Concrete Strength Predictions Based on Ultrasonic Pulse Velocity Measurement
    Moutassem, Fayez
    Kharseh, Mohamad
    ACI Materials Journal, 2024, 121 (04) : 61 - 68
  • [49] HEAT FLOW MEASUREMENT WITH COMPENSATION OF TEMPERATURE FIELD PERTURBED BY DEVICE
    CVETKOVIC, M
    ARCHIV FUR TECHNISCHES MESSEN UND INDUSTRIELLE MESSTECHNIK, 1970, (413): : 125 - +
  • [50] Simple ultrasonic measurement of concentration in solutions with temperature compensation by a phase difference method
    Ikeda, K.
    2001, Japan Society of Applied Physics (40):