Title :
Study of AR model based on EMD in flow regime identification of gas-liquid two-phase flow
Author :
Bai, Hongzhen ; Huang, Yongmei ; Wang, Erpeng ; Sun, Bin ; Qian, Fei
Author_Institution :
Coll. of Metrol. Technol. & Eng., China Jiliang Univ., Hangzhou, China
Abstract :
An Autoregressive model (AR model) based on Empirical Mode Decomposition (EMD) was applied to identifying gas-liquid two-phase flow regime. At first, the dynamic differential pressure signals coming from Venturi tube were processed by normalization, EMD and denoise. Afterwards, the Intrinsic Mode Functions (IMF) contained flow regime information were selected to establish AR models. Through models analysis, the coefficients and the variances of residual errors were defined as eigenvector, templates of different flow regimes were built. Flow regime was identified by calculating the synthetic Mahalanobis distance of eigenvectors between template and pressure fluctuation signal. The experimental results of gas-liquid two-phase flow in horizontal pipes with 40 mm inner diameter manifest that this method can identify bubble flow, slug flow and plug flow with 93% accuracy rate. This method can be realized easily for flow regime identification of gas-liquid two-phase flow with few influence of environment.
Keywords :
autoregressive processes; confined flow; eigenvalues and eigenfunctions; two-phase flow; AR model; EMD; Venturi tube; autoregressive model; bubble flow; contained flow regime; dynamic differential pressure signals; eigenvector; empirical mode decomposition; flow regime identification; gas-liquid two-phase flow regime; intrinsic mode functions; plug flow; pressure fluctuation signal; slug flow; synthetic Mahalanobis distance; Automation; Fluctuations; Intelligent control; Silicon; Sun; Time series analysis; Transducers; AR Model; EMD; Flow Regime; Gas-liquid Two-phase Flow;
Conference_Titel :
Intelligent Control and Automation (WCICA), 2010 8th World Congress on
Conference_Location :
Jinan
Print_ISBN :
978-1-4244-6712-9
DOI :
10.1109/WCICA.2010.5554260