Title :
Data Mining Method Based on HHT and Application Research in Flow Regime Identification
Author :
Sun, Bin ; Zhao, Yuxiao
Author_Institution :
Coll. of Metrol. Technol. & Eng., China Jiliang Univ., Hangzhou
Abstract :
For identifying gas-liquid two-phase flow regime, a kind of data mining method based on Hilbert-Huang transform was put forward. At first, the dynamic differential pressure signal coming from Venturitube was handled by HHT, the instantaneous frequency, instantaneous swing and user-defined characteristic variable of different mode were calculated. The relation of characteristic variable and flow regime was obtained by visual analyzing instantaneous frequency and characteristic variable. Afterwards, according to the distribution of characteristic variable, fuzzy association rules of identifying flow regime was gained adopting data mining method, and the results of flow regime identification were acquire through fuzzy illation and calculation. The experimental results of gas-water two-phase flow in vertical pipes with 50mm and 40mm inner diameter show, this method could identify bubble flow, slug flow and churn flow effectively, and discriminating precision exceed 94%. The method´s principle is easy, has few influence by experimental condition and good universality, and it could settle for practical flow regime identification
Keywords :
Hilbert transforms; data mining; fuzzy set theory; physics computing; signal processing; two-phase flow; 40 mm; 50 mm; Hilbert-Huang transform; Venturitube; data mining; dynamic differential pressure signal; fuzzy association rules; gas-liquid two-phase flow regime identification; instantaneous frequency; instantaneous swing; user-defined characteristic variable; Association rules; Data engineering; Data mining; Design engineering; Educational institutions; Electronic mail; Frequency; Machinery; Power engineering and energy; Sun; Data Mining; Flow Regime; Fuzzy Association Rules; Hilber-Huang Transform; liquid Two-phase Flow;
Conference_Titel :
Intelligent Control and Automation, 2006. WCICA 2006. The Sixth World Congress on
Conference_Location :
Dalian
Print_ISBN :
1-4244-0332-4
DOI :
10.1109/WCICA.2006.1714229