Estimation of Dynamic Pressure in Two-Phase Air-Water Flow Using ANN and ANFIS

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Moghadas Faezeh; Kabiri Samania Abdorreza; ZEKRI MARYAM

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Journal Paper

Paper Information

Journal: JOURNAL OF CIVIL AND ENVIRONMENTAL ENGINEERING (UNIVERSITY OF TABRIZ) Year:2018 | Volume:48 | Issue:2 (91) Page(s): 71-80

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Title

Estimation of Dynamic Pressure in Two-Phase Air-Water Flow Using ANN and ANFIS

Author(s)

Moghadas Faezeh | Kabiri Samania Abdorreza | ZEKRI MARYAM | Issue Writer Certificate

Keywords

Air-water flow

ANN and ANFIS models

APSO algorithm

dynamic pressure

two phase flow

Abstract

1. Introduction: Two phase gas-liquid flows occur in a wide variety of situations, i. e., in water supply systems, petroleum industry, pressurized tunnels and pipelines, culverts and water conduits (Mishima and Hibiki, 1996, Kabiri-Samani and Borghei, 2010). Air entrainment into a pipeline is a result of vortices at water intakes. Due to the severity of two-phase Air-water flow at hydraulic systems, estimation of the dynamic pressure and pressure fluctuations in such systems is of great importance in practice (Yan et al., 2014). Most of the former studies have focused on two-phase gas-liquid flow in micro-channels and small pipelines, however, there is a lack of fundamental studies on pipelines with larger dimensions as used in hydraulic systems. Recently, some computational intelligence approaches such as ANN and ANFIS are very effectively used to predict complex problems with several parameters involved (Jang et al., 1997, Sebakhi, 2010, Fan and Yan, 2014). The present study focuses on estimation of dynamic pressure in two-phase Air-water flow using ANN and ANFIS combined with PSO algorithm and subtractive clustering technique...

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APA: Copy

Moghadas, Faezeh, Kabiri Samania, Abdorreza, & ZEKRI, MARYAM. (2018). Estimation of Dynamic Pressure in Two-Phase Air-Water Flow Using ANN and ANFIS. JOURNAL OF CIVIL AND ENVIRONMENTAL ENGINEERING (UNIVERSITY OF TABRIZ), 48(2 (91) ), 71-80. SID. https://sid.ir/paper/340565/en

Vancouver: Copy

Moghadas Faezeh, Kabiri Samania Abdorreza, ZEKRI MARYAM. Estimation of Dynamic Pressure in Two-Phase Air-Water Flow Using ANN and ANFIS. JOURNAL OF CIVIL AND ENVIRONMENTAL ENGINEERING (UNIVERSITY OF TABRIZ)[Internet]. 2018;48(2 (91) ):71-80. Available from: https://sid.ir/paper/340565/en

IEEE: Copy

Faezeh Moghadas, Abdorreza Kabiri Samania, and MARYAM ZEKRI, “Estimation of Dynamic Pressure in Two-Phase Air-Water Flow Using ANN and ANFIS,” JOURNAL OF CIVIL AND ENVIRONMENTAL ENGINEERING (UNIVERSITY OF TABRIZ), vol. 48, no. 2 (91) , pp. 71–80, 2018, [Online]. Available: https://sid.ir/paper/340565/en

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