4.4 Article

Estimation of Pressure Drop of Two-Phase Flow in Horizontal Long Pipes Using Artificial Neural Networks

出版社

ASME
DOI: 10.1115/1.4047593

关键词

two-phase flow; gas; non-Newtonian liquid; pressure drop; artificial neural networks (ANNs); energy storage systems; energy systems analysis; oil; gas reservoirs; petroleum engineering; petroleum transport; pipelines; multiphase flow

资金

  1. Alexander von Humboldt Foundation [FRA-1204799-HFST-E]

向作者/读者索取更多资源

Gas-liquid two-phase flows through long pipelines are one of the most common cases found in chemical, oil, and gas industries. In contrast to the gas/Newtonian liquid systems, the pressure drop has rarely been investigated for two-phase gas/non-Newtonian liquid systems in pipe flows. In this regard, an artificial neural networks (ANNs) model is presented by employing a large number of experimental data to predict the pressure drop for a wide range of operating conditions, pipe diameters, and fluid characteristics. Utilizing a multiple-layer perceptron neural network (MLPNN) model, the predicted pressure drop is in a good agreement with the experimental results. In most cases, the deviation of the predicted pressure drop from the experimental data does not exceed 5%. It is observed that the MLPNN provides more accurate results for horizontal pipelines in comparison with other empirical correlations that are commonly used in industrial applications.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.4
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

Article Chemistry, Physical

The Molecular Dynamics study of atomic structure behavior of LL-37 peptide as the antimicrobial agent, derived from the human cathelicidin, inside a nano domain filled by the aqueous environment

Xinglong Liu, Ahmad Razi Othman, Nidal H. Abu-Hamdeh, Abdullah M. Abusorrah, Arash Karimipour, Zhixiong Li, F. Ghaemi, Dumitru Baleanu

Summary: The study investigates the atomic behavior of LL-37 peptide in an aqueous environment inside metallic nanochannels, revealing the atomic stability of the protein under these conditions. Using MD simulations, changes in protein volume and profiles of density, velocity, and temperature were analyzed.

JOURNAL OF MOLECULAR LIQUIDS (2022)

Article Physics, Fluids & Plasmas

Effect of streak employing control of oblique-breakdown in a supersonic boundary layer with weak wall heating/cooling

M. Celep, A. Hadjadj, M. S. Shadloo, S. Sharma, M. Yildiz, M. J. Kloker

Summary: Contrary to incompressible flows, there has been a major research gap in utilizing velocity streaks for flow transition control in supersonic flows. The present study investigates the controlling capability of decaying streak modes under different thermal boundary conditions using DNS. The results show that the stabilizing/destabilizing influence of the control streaks in a perturbed boundary layer is not significantly affected by the wall-boundary conditions.

PHYSICAL REVIEW FLUIDS (2022)

Article Energy & Fuels

Examining the effects of interior setpoint temperature on phase change materials usefulness through a performing annual analysis in the air handling units: A building energy management study

Khalid H. Almitani, Mashhour A. Alazwari, Muhammad Basha, Ahmed Khoshaim, Nidal H. Abu-Hamdeh, Arash Karimipour

Summary: Places like Saudi Arabia, with a desert climate, heavily rely on air conditioning in residential buildings. This study examines the impact of adding phase change materials to the walls to reduce cooling loads. The results indicate that the effectiveness of phase change materials depends on the difference between the melting temperature and the interior setpoint temperature. Different phase change materials with varying melting temperatures were tested, and the best performance was observed when the melting temperature was 2°C higher than the setpoint temperature.

JOURNAL OF ENERGY STORAGE (2022)

Article Energy & Fuels

Improve the rheological and thermal performances of the antifreeze liquids for cooling the batteries and radiators in automobiles via provide a new hybrid material composed from Carbon Nanotubes in Ethylene Glycol/Propylene Glycol

Nidal H. Abu-Hamdeh, Arash Karimipour, Randa Hatamleh, S. Mohammad Sajadi

Summary: A new antifreeze hybrid nanofluid is developed to improve the hydrodynamic and thermal properties of base fluids for battery cooling systems. Carbon nanotubes are examined as dispersed nanoparticles and show a significant reduction in battery temperature when loaded into the nanofluid.

JOURNAL OF ENERGY STORAGE (2022)

Article Energy & Fuels

Thermal management of a battery pack using a layer of phase change material around the batteries: Changes in the airflow through the battery

Mohammed N. Ajour, Ahmad H. Milyani, Nidal H. Abu-Hamdeh, Turki AlQemlas, Moath K. Khaled, Arash Karimipour

Summary: This study uses numerical simulation to investigate the relationship between the temperature change of phase change materials in battery packs with Reynolds number and time. The results show that ambient temperature cannot control the battery temperature, while the output air temperature decreases with increasing Reynolds number, and extending the time can reduce the amount of molten material.

JOURNAL OF ENERGY STORAGE (2022)

Article Energy & Fuels

Lithium-ion batteries investigation regarding different fins distribution associated electrochemical effects and various voltage types

Mohammed N. Ajour, Khaled O. Daqrouq, Arash Karimipour

Summary: This study investigates a passive heat control system using phase change materials for a battery connected to a solar system. By using fins in different configurations, the temperature distribution on the battery is optimized to reduce the maximum temperature. Shorter fins also help to reduce the volume fraction of the phase change materials and improve the charging efficiency.

JOURNAL OF ENERGY STORAGE (2022)

Article Engineering, Multidisciplinary

A fully explicit incompressible Smoothed Particle Hydrodynamics method for multiphase flow problems

Mehran Vakilha, Manuel Hopp-Hirschler, Mostafa Safdari Shadloo

Summary: This paper presents a new Lagrangian meshless method (EISPH) for solving multiphase flow problems. By approximating the pressure change between consecutive time-steps, this method can effectively solve multiphase flow problems with small time steps, and its accuracy is validated through comparisons with analytical solutions or existing literature.

ENGINEERING ANALYSIS WITH BOUNDARY ELEMENTS (2022)

Review Green & Sustainable Science & Technology

Review on CO2 capture by blended amine solutions

Babak Aghel, Sara Janati, Somchai Wongwises, Mostafa Safdari Shadloo

Summary: This review article examines the procedure of CO2 removal through chemical amine solvents and the challenges associated with high energy requirements for solvent regeneration. The article investigates two approaches: the development of new solvents and the use of high-capacity amine blends, and the modification of operational conditions and integration with thermal power plants to reduce energy consumption.

INTERNATIONAL JOURNAL OF GREENHOUSE GAS CONTROL (2022)

Article Construction & Building Technology

Thermal systems energy optimization employing two independent circuits of double vertical ground U-tube with PCM as the backfill material for building

Elias M. Salilih, Nidal H. Abu-Hamdeh, Ahmed Khoshaim, Radwan A. Almasri, S. Mohammad Sajadi, Arash Karimipour

Summary: This study presents a numerical transient heat transfer analysis on a deep vertical double u-tube ground heat exchanger with phase change material as backfill, showing that using PCM enhances the performance of the ground heat exchanger.

JOURNAL OF BUILDING ENGINEERING (2022)

Article Construction & Building Technology

Thermal analysis of battery cells placed in triangular enclosures filled with PCM in the presence of forced airflow in an air duct

Ahmad H. Milyani, Eyad T. Attar, Mohammed J. Abdulaal, Mohammed N. Ajour, Nidal H. Abu-Hamdeh, Arash Karimipour

Summary: In this paper, a thermal analysis of battery cells in a battery pack using the finite element method is conducted. The use of phase change material (PCM) enclosures and an airflow system is examined, and the effects of different arc angles on the temperature and phase change of PCM are analyzed. The results show that a 90 degrees arc angle minimizes the average temperature of battery cells and maximizes the phase change of PCM. It is also found that the temperature distribution within the battery pack is uneven, with the batteries in the first column having the lowest temperature. Additionally, the battery pack can provide up to 66% of the energy required for the air conditioning system during the summer.

JOURNAL OF BUILDING ENGINEERING (2022)

Article Construction & Building Technology

Using proportional-integral-derivative controllers and PCM and a new design of building air intake with five scenarios to present a multi-zone CAV-AHU for tackling high energy consumption

Sultan M. Alghamdi, Mohammed N. Ajour, Nidal H. Abu-Hamdeh, Arash Karimipour

Summary: This study introduces a control system based on PID controllers and two strategies to meet the requirements of regulating temperature, humidity and fresh air inside buildings, achieving significant energy savings.

JOURNAL OF BUILDING ENGINEERING (2022)

Article Construction & Building Technology

Effect of lithium-ion batteries on heating a residential building using PCM: Changing the horizontal distance between batteries

Ahmad H. Milyani, Mohammed N. Ajour, Hesham A. Alhumade, Nidal H. Abu-Hamdeh, Arash Karimipour

Summary: This study numerically examines the cooling of two lithium-ion batteries located in an air duct using COMSOL software. The findings show that increasing the distance between the batteries can reduce the temperature and quantity of molten PCM, but there is a threshold beyond which the temperature and PCM volume start to increase.

JOURNAL OF BUILDING ENGINEERING (2022)

Article Engineering, Multidisciplinary

A novel temperature prediction method without using energy equation based on physics-informed neural network (PINN): A case study on plate-circular/square pin-fin heat sinks

Kitti Nilpueng, Preecha Kaseethong, Mehrdad Mesgarpour, Mostafa Safdari Shadloo, Somchai Wongwises

Summary: This study introduces a new physics-informed neural network (PINN)-based prediction method to determine the temperature pattern of fluid and fins when flow passes over plate-circular/plate-square pin fin heat sinks. The proposed method is based on calculating the velocity pattern on the fins' surface. After careful validation with experimental data and sensitivity analysis, the thermal behavior of the heat sinks are determined, showing temperature and vorticity differences between different heat sinks.

ENGINEERING ANALYSIS WITH BOUNDARY ELEMENTS (2022)

Article Chemistry, Multidisciplinary

Application of water scrubbing technique for biogas upgrading in a microchannel

Sara Behaien, Babak Aghel, Mostafa Safdari Shadloo

Summary: In this study, biogas was upgraded by removing CO2 using three absorbents in a microchannel system. The effects of operating variables were investigated, and a quadratic model was proposed to predict the response. The experimental values matched the model values well.

KOREAN JOURNAL OF CHEMICAL ENGINEERING (2023)

Article Green & Sustainable Science & Technology

A hybrid deep learning- CFD approach for modeling nanoparticles? sedimentation processes for possible application in clean energy systems

Mehrdad Mesgarpour, Omid Mahian, Ping Zhang, Somchai Wongwises, Lian-Ping Wang, Goodarz Ahmadi, Sandro Nizetic, Mikhail Sheremet, Mostafa Safdari Shadlooj

Summary: Sedimentation has a direct impact on the thermal performance and efficiency of thermal systems. This study investigates the deposition of nanoparticles inside a tube for possible application in parabolic solar collectors. A combination of lattice Boltzmann and control finite volume methods is used for realistic simulation, and the results are used to train a deep feed-forward neural network to visualize and predict sedimentation behavior. This research provides valuable insights into particle behavior and parameter variation near the surface, and has implications for predicting service periods and cost savings in heat transfer equipment maintenance.

JOURNAL OF CLEANER PRODUCTION (2023)

暂无数据