吉林大学学报(工学版)

• • Previous Articles     Next Articles

Identification method of gas-liquid two-phase flow pattern based on continuous wavelet transform and RBF neural network

Sun Bin,Zhou Yun-long,Guan Yue-bo,Zhao Peng   

  1. School of Energy Resources and Mechanical Engineering, Northeast Dianli University, Jilin 132012,China
  • Received:2006-08-27 Revised:2006-11-03 Online:2007-07-01 Published:2007-07-01
  • Contact: Sun Bin

Abstract: In view of the nonstationary feature of the pressure difference fluctuation signal in the gasliquid twophase flow, a flow pattern identification method was proposed based on the characteristic vector from the singular value of the matrix formed by the multi-dimensional continuous wavelet transform values of the fluctuation signal. The continuous wavelet transform was applied to the pressure difference fluctuation signal in the gasliquid two-phase flow to form the initial characteristic vector matrix, from which the singular value of the matrix could be obtained through the singular value decomposition. The decomposed singular value may serve as the flow pattern characteristic vector and the input to a radial basis function neural network(RBFNN) to realize an intelligent identification of the flow pattern. The proposed identification method can precisely identify the four flow patterns of the air-water twophase flow in a horizontal pipe, providing an effective new method for the flow pattern identification.

Key words: fluid-dynamics, gas-liquid two-phase flow, flow regimes recognition, continuous wavelet transform, singular value decomposition, radial basis function neural network

CLC Number: 

  • O359.1
[1] LI Juan, MENG Ke-xin, LI Yue, LIU Hui-li. Seismic signal noise suppression based on similarity matched Wiener filtering [J]. 吉林大学学报(工学版), 2017, 47(6): 1964-1968.
[2] ZHENG Ming, ZHUO Mu-gui, ZHANG Shu-gong, ZHOU You, LIU Gui-xia. Reconstruction for gene regulatory network based on hybrid parallel genetic algorithm and threshold value method [J]. 吉林大学学报(工学版), 2017, 47(2): 624-631.
[3] GAO Lin-lin, JIN Li-sheng, ZHENG Yi, LI Ke-yong. Design of radial basis function neural network compound controller for four wheel steering vehicle [J]. 吉林大学学报(工学版), 2016, 46(2): 366-372.
[4] XING Hong-yan, GONG Ping, XU Wei. Weak periodic signal detection based on dissipative coupling synchronization and noise impact analysis [J]. 吉林大学学报(工学版), 2014, 44(4): 1182-1190.
[5] CHEN Jian, TIAN Ye, SUN Xiao-ying. High resolution direction-of-arrival estimation based on a sparse representation of array covariance matrix column vectors [J]. 吉林大学学报(工学版), 2014, 44(2): 485-489.
[6] ZHENG Ming, LIU Gui-xia, ZHOU You, ZHOU Chun-guang. Reconstruction of gene regulatory network based on gravitation field algorithm [J]. 吉林大学学报(工学版), 2014, 44(2): 427-432.
[7] YUAN Zhe, MA Wen-xing, LIU Chun-bao, LIU Hao. Temperature field analysis of the open-type hydrodynamic retarder of heavy vehicle [J]. 吉林大学学报(工学版), 2013, 43(05): 1271-1275.
[8] DENG Hui, WU Jin-zhao. Approximate bisimulation for linear semi-algebraic transition systems [J]. 吉林大学学报(工学版), 2013, 43(04): 1052-1058.
[9] LEI Da, ZHONG Shi-sheng. Aircraft engine health signal denoising based on singular value decomposition and empirical mode decomposition methods [J]. 吉林大学学报(工学版), 2013, 43(03): 764-770.
[10] YU Zhi-ming,GUO Li-li,ZHAO Bing. Blind recognition algorithm of multi-carrier modulation signal based on singular value decomposition [J]. 吉林大学学报(工学版), 2011, 41(03): 805-810.
[11] GUO Wei-Liang, SONG Jia, LIU Yan, ZHANG Xin-Yan, GUO You-Ming, MENG Qing-Fan, LU Jia-Hui, TENG Li-Rong, LI Shan-Shan. Application of near infrared spectroscopyradial basis function neural network in realtime monitoring nisin titer and cell concentration [J]. 吉林大学学报(工学版), 2010, 40(增刊): 416-0420.
[12] LI Ying, GONG Hong-Li, LIANG Jia-Xi, ZHANG Yan-Ning. SAR image target feature extraction based on KSVD and PCA [J]. 吉林大学学报(工学版), 2010, 40(05): 1336-1339.
[13] LIU Chang-Ying, GAO Le, GAO Yin-Han, CHE Ren-Sheng. Measurement of coordinates by single camera vision [J]. 吉林大学学报(工学版), 2010, 40(05): 1278-1282.
[14] SUN Bin,LIU Tian-dong,ZHOU Yun-long. Application of principal component analysis of wavelet packet on flow regime identification of gas-liquid two-phase flow [J]. 吉林大学学报(工学版), 2009, 39(06): 1532-1537.
[15] Pei Yu-long,Wang Yong-gang,Yang Guang . Novel AHP algorithm to evaluate adaptability of transport system to urban sustainable development [J]. 吉林大学学报(工学版), 2008, 38(01): 42-47.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!