A new online monitoring method for boiling in small channels based on pattern recognition

被引:0
|
作者
Hu J.-J. [1 ]
Li Y.-N. [1 ]
Chen T. [1 ]
Zhang H.-W. [1 ]
Li P.-R. [1 ]
机构
[1] Xi'an Modern Chemistry Research Institute, Xi'an
关键词
Boiling; Capacitively coupled contactless conductivity detection; Pattern recognition; Small channels;
D O I
10.3969/j.issn.1003-9015.2021.04.005
中图分类号
学科分类号
摘要
A new online monitoring method for boiling in small channels based on pattern recognition was proposed for better online monitoring of boiling in mini-channels. Voltage signals were obtained by a capacitively coupled contactless conductivity detection sensor, which can reflect equivalent conductivity information of liquid in small channels under real time. Data acquisition and feature extraction were then carried out. Finally, two pattern recognition algorithms (perceptron algorithm and K-means clustering algorithm) were selected to train classifiers, and their identification effects on boiling in small channels were compared and analyzed. The experimental results show that the new online monitoring method is effective and feasible. It can identify boiling in small channels online as four stages, and the recognition accuracy can reach over 90%. © 2021, Editorial Board of "Journal of Chemical Engineering of Chinese Universities". All right reserved.
引用
收藏
页码:616 / 623
页数:7
相关论文
共 27 条
  • [11] ZHU Y, WU X, ZHAO R., R32 flow boiling in horizontal mini channels: Part I Two-phase flow patterns, International Journal of Heat and Mass Transfer, 115, pp. 1223-1232, (2017)
  • [12] ZHU Y, WU X, ZHAO R., R32 flow boiling in horizontal mini channels: Part II Flow-pattern based prediction methods for heat transfer and pressure drop, International Journal of Heat and Mass Transfer, 115, pp. 1233-1244, (2017)
  • [13] SAISON S, WONGPROMMA P, WONGWISES S., The difference in flow pattern, heat transfer and pressure drop characteristics of mini-channel flow boiling in horizontal and vertical orientations, International Journal of Multiphase Flow, 101, pp. 97-112, (2018)
  • [14] GERARDI C, BUONGIORNO J, HU L W, MCKRELL T., Study of bubble growth in water pool boiling through synchronized, infrared thermometry and high-speed video, International Journal of Heat and Mass Transfer, 53, 19, pp. 4185-4192, (2010)
  • [15] HEWITT G F., Measurement of two-phase flow parameters, (1978)
  • [16] FALCONE G, HEWITT G F, ALIMONTI C., Multiphase flow metering: Principles and applications, (2009)
  • [17] HUANG Z Y, JIANG W W, ZHOU X M, Et al., A new method of capacitively coupled contactless conductivity detection based on series resonance, Sensors and Actuators B: Chemical, 143, 1, pp. 239-245, (2009)
  • [18] HUANG J C, JI H F, HUANG Z Y, Et al., A new contactless method for velocity measurement of bubble velocity measurement of bubble and slug in millimeter-scale pipelines, IEEE Access, 5, pp. 12168-12175, (2017)
  • [19] LYU Y C, HUANG J C, HUANG Z Y, Et al., Study on the application of simulated inductor technique to the design of C<sup>4</sup>D sensor, Sensors and Actuators A: Physical, 264, pp. 195-204, (2017)
  • [20] JI H F, CHANG Y, HUANG Z Y, Et al., A new contactless impedance sensor for void fraction measurement of gas-liquid two-phase flow, Measurement Science and Technology, 27, 12, (2016)