Flow Measurement and Instrumentation最新文献

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Design and development of interdigital capacitive sensor for void fraction measurement 空隙率测量数字式电容式传感器的设计与研制
IF 2.3 3区 工程技术
Flow Measurement and Instrumentation Pub Date : 2025-06-10 DOI: 10.1016/j.flowmeasinst.2025.102974
Amit Pal, B. Vasuki
{"title":"Design and development of interdigital capacitive sensor for void fraction measurement","authors":"Amit Pal,&nbsp;B. Vasuki","doi":"10.1016/j.flowmeasinst.2025.102974","DOIUrl":"10.1016/j.flowmeasinst.2025.102974","url":null,"abstract":"<div><div>Two-phase flow is a common occurrence in various industries. Void fraction measurement is a crucial parameter in any two-phase flow because it gives the qualitative and quantitative information about the material in flow channel. This measurement is also important for scheduling maintenance and operation monitoring. In the present research work a novel noninvasive interdigital electrode based capacitive sensor for measurement of void fraction/phase fraction in two phase flow with multiple dimensions and multiple signal conditioning circuits are presented. These sensors are simulated using FEA method and experimentally evaluated on a custom designed experimental setup. The output characteristics of the sensors are analyzed and the capacitance change is in pF range for the whole range of void Fraction i.e. 0 %–100 %.</div></div>","PeriodicalId":50440,"journal":{"name":"Flow Measurement and Instrumentation","volume":"106 ","pages":"Article 102974"},"PeriodicalIF":2.3,"publicationDate":"2025-06-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144291318","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Research on non-intrusive particle size measurement method based on acoustic emission technology 基于声发射技术的非侵入式粒径测量方法研究
IF 2.3 3区 工程技术
Flow Measurement and Instrumentation Pub Date : 2025-06-06 DOI: 10.1016/j.flowmeasinst.2025.102975
Heming Gao, Bingbing Zhao, Hao Wang
{"title":"Research on non-intrusive particle size measurement method based on acoustic emission technology","authors":"Heming Gao,&nbsp;Bingbing Zhao,&nbsp;Hao Wang","doi":"10.1016/j.flowmeasinst.2025.102975","DOIUrl":"10.1016/j.flowmeasinst.2025.102975","url":null,"abstract":"<div><div>In order to overcome the interference of the waveguide on the flow field in the pipe and its own wear, a novel non-intrusive particle size measurement method is proposed by fusing an acoustic emission sensor and an interdigital-type electrostatic sensor. Firstly, based on the theoretical model of Hertz collision, the mathematical model between particle size and particle velocity, as well as the acoustic emission frequency, is established through theoretical analysis. To address the challenge of obtaining the vertical impact velocity of particles against the pipe wall, a method combining spatial filtering and cross-correlation is introduced to acquire the vertical impact velocity. Then RIME-VMD-FastICA algorithm is proposed for denoising the raw acoustic emission signal. Finally, a pneumatic conveying system is set up, and experiments are conducted on quartz sand particles with five sizes of 0.4 mm, 0.6 mm, 0.8 mm, 1.0 mm, and 1.2 mm. By analyzing the influence of the spatial filtering velocity, the cross-correlation velocity, and the vertical impact velocity on the particle size measurement results, the feasibility of the non-invasive measurement method is proved, and it is found that the particle size error is the smallest when the vertical impact velocity is used, with the error of less than 10 % for all five particle sizes.</div></div>","PeriodicalId":50440,"journal":{"name":"Flow Measurement and Instrumentation","volume":"106 ","pages":"Article 102975"},"PeriodicalIF":2.3,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144242510","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Numerical and experimental study on delivery flow characteristics for a micro two-dimensional piston pump 微型二维柱塞泵输送流量特性的数值与实验研究
IF 2.3 3区 工程技术
Flow Measurement and Instrumentation Pub Date : 2025-06-06 DOI: 10.1016/j.flowmeasinst.2025.102956
Chuan Ding , Hanyu Xu , Yu Huang , Shuo Liu , Jian Ruan
{"title":"Numerical and experimental study on delivery flow characteristics for a micro two-dimensional piston pump","authors":"Chuan Ding ,&nbsp;Hanyu Xu ,&nbsp;Yu Huang ,&nbsp;Shuo Liu ,&nbsp;Jian Ruan","doi":"10.1016/j.flowmeasinst.2025.102956","DOIUrl":"10.1016/j.flowmeasinst.2025.102956","url":null,"abstract":"<div><div>The micro two-dimensional piston pump, featuring a unique transmission mechanism and ‘single piston-double displacement chamber’ work mode, is well-suited for high-speed and miniaturized applications. However, due to its small displacement characteristics, flow loss is significantly amplified, which impacts the delivery flow characteristics and introduces ambiguity. This paper focuses on the delivery flow characteristics of the micro two-dimensional piston pump. A computational fluid dynamics model of the pump is established, and its reliability is verified through experiments. The research results show that the micro two-dimensional piston pump has excellent self-priming ability, and the rated maximum speed can reach 9000 r/min at an inlet pressure of 0.3 MPa. When operating at its rated maximum speed, the delivery flow rate is 0.58 L/min at a load pressure of 8 MPa and 0.44 L/min at 28 MPa, exceeding the delivery flow rate of micro axial piston pumps of the same size by more than 1.7 times. The pump adopts the distribution spindle design that increases flow loss due to internal leakage and flow backward under high load pressure, with these losses accounting for 62 % and 33 % of the total flow loss, respectively.</div></div>","PeriodicalId":50440,"journal":{"name":"Flow Measurement and Instrumentation","volume":"106 ","pages":"Article 102956"},"PeriodicalIF":2.3,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144242509","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Unsteady flow discharge measurement over sharp-crested weirs: Insights from a comprehensive experimental dataset 非定常流流量测量在锐峰堰:见解从一个全面的实验数据集
IF 2.3 3区 工程技术
Flow Measurement and Instrumentation Pub Date : 2025-06-06 DOI: 10.1016/j.flowmeasinst.2025.102970
Salah Kouchakzadeh , Mohammad R. Nabati , Ali Haghighi , Shayan Erfani , Ava Baradaran-Ketabchi , Fatemeh Rezaei-Shadehi
{"title":"Unsteady flow discharge measurement over sharp-crested weirs: Insights from a comprehensive experimental dataset","authors":"Salah Kouchakzadeh ,&nbsp;Mohammad R. Nabati ,&nbsp;Ali Haghighi ,&nbsp;Shayan Erfani ,&nbsp;Ava Baradaran-Ketabchi ,&nbsp;Fatemeh Rezaei-Shadehi","doi":"10.1016/j.flowmeasinst.2025.102970","DOIUrl":"10.1016/j.flowmeasinst.2025.102970","url":null,"abstract":"<div><div>Sharp-crested rating curves, traditionally derived from steady-flow conditions, have been used for discharge measurements in both steady and unsteady flow scenarios. Although numerous studies have employed the reservoir drawdown method to calibrate large weirs since the 1960s, data on flow measurements during the passage of hydrographs remain scarce. This article investigates the behavior of unsteady flow over rectangular and triangular sharp-crested weirs under various hydrograph shapes with differing intensities of unsteadiness. Two experimental setups were constructed to collect the data and to observe the performance of these weirs. The collected data were then used to evaluate the accuracy of applying steady-flow rating curves for discharge measurements under unsteady flow conditions. A new index, the Relative Loop Width Index (RLWI), is introduced to quantify the effects of unsteadiness on discharge measurements and the associated errors when utilizing conventional steady flow rating curves. The findings indicate that using steady-flow rating curves in unsteady conditions, which are dominant in field conditions, can result in errors in water volume estimation ranging from +10 % to −20 %. Furthermore, steady-flow rating curves applied to flow measurements during hydrograph passage tend to overestimate peak flows and predict earlier occurrence of peak times. Sensitivity analysis reveals that weir geometry and reservoir capacity significantly influence measurement errors.</div></div>","PeriodicalId":50440,"journal":{"name":"Flow Measurement and Instrumentation","volume":"106 ","pages":"Article 102970"},"PeriodicalIF":2.3,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144242511","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring the role of filaments in channel flow modification using the immersed boundary lattice Boltzmann method 利用浸入边界晶格玻尔兹曼方法探讨细丝在通道流动修正中的作用
IF 2.3 3区 工程技术
Flow Measurement and Instrumentation Pub Date : 2025-06-06 DOI: 10.1016/j.flowmeasinst.2025.102952
Hamid Hassanzadeh Afrouzi , Saeid Shiri , MohammadAmir Hasani , Seyyed Mostafa Seyyedi , Soheil Salahshour , Abbasali Abouei Mehrizi , Xiaohu Chen , Pouya Pashaie
{"title":"Exploring the role of filaments in channel flow modification using the immersed boundary lattice Boltzmann method","authors":"Hamid Hassanzadeh Afrouzi ,&nbsp;Saeid Shiri ,&nbsp;MohammadAmir Hasani ,&nbsp;Seyyed Mostafa Seyyedi ,&nbsp;Soheil Salahshour ,&nbsp;Abbasali Abouei Mehrizi ,&nbsp;Xiaohu Chen ,&nbsp;Pouya Pashaie","doi":"10.1016/j.flowmeasinst.2025.102952","DOIUrl":"10.1016/j.flowmeasinst.2025.102952","url":null,"abstract":"<div><div>Manipulating flow at the miniature is a challenging task. This study explores the potential application of elastic filaments to manipulate the flow field in a channel using the immersed boundary-lattice Boltzmann (IB-LBM) method. The channel width and the initial elastic filament length were 4 cm and 1.3 cm, respectively. The presence of the filaments on the channel's center and walls is investigated separately. For the case with two inclined elastic filaments in the middle of the channel, the results showed that the elastic filament deviates from its original state under the influence of the fluid momentum and tends to move in the direction of the flow. The filaments stretch and reach their final position, then start to oscillate under the influence of elasticity and vortexes formed behind them. For the case with 10 filaments distributed over the top and bottom walls with a constant distance between them, the results show that initially the filaments near the entrance cause a disturbance in the flow and induce large vortexes at the end of the channel. However, over time, as the flow reaches a steady state, small vortexes form behind the filaments and, the filaments start to oscillate and the main flow inside the channel remains pretty uniform without obvious vortexes.</div></div>","PeriodicalId":50440,"journal":{"name":"Flow Measurement and Instrumentation","volume":"106 ","pages":"Article 102952"},"PeriodicalIF":2.3,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144280836","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A blending model for predicting flow rate of crude oil pipeline by integrating Leapienzon friction formula with random forest algorithm 基于leapenzon摩擦公式和随机森林算法的原油管道流量预测混合模型
IF 2.3 3区 工程技术
Flow Measurement and Instrumentation Pub Date : 2025-06-06 DOI: 10.1016/j.flowmeasinst.2025.102971
Guangyu Sun , Jiaxuan Wang , Wei Cai , Lei Shi , Bo Yao , Fei Yang
{"title":"A blending model for predicting flow rate of crude oil pipeline by integrating Leapienzon friction formula with random forest algorithm","authors":"Guangyu Sun ,&nbsp;Jiaxuan Wang ,&nbsp;Wei Cai ,&nbsp;Lei Shi ,&nbsp;Bo Yao ,&nbsp;Fei Yang","doi":"10.1016/j.flowmeasinst.2025.102971","DOIUrl":"10.1016/j.flowmeasinst.2025.102971","url":null,"abstract":"<div><div>Flow parameters are crucial in pipeline operations. To address the challenge of accurately measuring the flow rate in crude oil pipelines, this paper proposes a hybrid model, i.e., the L-RF Blending model, which integrates the Leapienzon friction formula with the Random Forest (RF) model using a Blending approach. Compared to the Leapienzon friction formula and the existing predictive models that rely solely on RF, Support Vector Regression (SVR), Gaussian Process Regression (GPR), or Backpropagation (BP) algorithms, the L-RF Blending model better captures the complex relationships between the input and output variables. This is achieved by combining critical information from field sensor data with existing mechanistic knowledge. To assess the generalization of the Blending model, its performance is compared with other models using new datasets collected from an actual crude oil pipeline, demonstrating its potential for enhancing safety monitoring in pipeline management.</div></div>","PeriodicalId":50440,"journal":{"name":"Flow Measurement and Instrumentation","volume":"106 ","pages":"Article 102971"},"PeriodicalIF":2.3,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144254534","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Research on the steady-state position of the automatic spool of a self-operated flow control valve 一种自动流量控制阀阀芯稳态位置的研究
IF 2.3 3区 工程技术
Flow Measurement and Instrumentation Pub Date : 2025-06-06 DOI: 10.1016/j.flowmeasinst.2025.102972
Hao Mei , Shenglan Jing , Keqin Liu , Zhenying Meng , Hong Wang , Lei Ge
{"title":"Research on the steady-state position of the automatic spool of a self-operated flow control valve","authors":"Hao Mei ,&nbsp;Shenglan Jing ,&nbsp;Keqin Liu ,&nbsp;Zhenying Meng ,&nbsp;Hong Wang ,&nbsp;Lei Ge","doi":"10.1016/j.flowmeasinst.2025.102972","DOIUrl":"10.1016/j.flowmeasinst.2025.102972","url":null,"abstract":"<div><div>The self-operated flow control valve is a critical component designed to maintain stable fluid flow within pipeline systems, capable of automatically adapting to variations in flow rate and pressure. The reliability of its core components significantly influences valve performance. As the primary regulating element, the automatic valve spool was investigated through simulation modeling and experimental validation of a self-operated flow control valve. The study obtained the spool positions under various pressure differentials and opening degrees. The results demonstrate that under high pressure differentials, the valve spool descends as the opening degree decreases, while at constant opening degrees, the spool rises with reducing pressure differentials. Notably, due to valve leakage effects, an inverse relationship was observed under low pressure differentials where the spool elevation increases with decreasing opening degree. These findings provide theoretical guidance for spring design and parameter selection in self-operated flow control valves.</div></div>","PeriodicalId":50440,"journal":{"name":"Flow Measurement and Instrumentation","volume":"106 ","pages":"Article 102972"},"PeriodicalIF":2.3,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144242508","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Microwave measurement method for water holdup in horizontal oil-water two-phase flow 水平油水两相流含水率的微波测量方法
IF 2.3 3区 工程技术
Flow Measurement and Instrumentation Pub Date : 2025-06-04 DOI: 10.1016/j.flowmeasinst.2025.102959
Li Dai, Landi Bai, Zhixiang Zhang, Ningde Jin
{"title":"Microwave measurement method for water holdup in horizontal oil-water two-phase flow","authors":"Li Dai,&nbsp;Landi Bai,&nbsp;Zhixiang Zhang,&nbsp;Ningde Jin","doi":"10.1016/j.flowmeasinst.2025.102959","DOIUrl":"10.1016/j.flowmeasinst.2025.102959","url":null,"abstract":"<div><div>Horizontal oil-water two-phase flow, a prevalent phenomenon in petroleum production systems, requires precise water holdup measurement for effective reservoir monitoring and enhanced oil recovery optimization. To address the complex flow structures characteristic of horizontal wellbore conditions, this study introduces an innovative measurement approach utilizing a coaxial microstrip antenna sensor. The experimental methodology combines 13-channel parallel-wire conductance probes (PWCPs) with quick closing valves (QCV) for accurate water holdup calibration. Flow pattern identification is achieved through a radial five-channel conductance probe system, which distinguishes three fundamental patterns: stratified flow (ST), stratified flow with mixing at the interface (ST&amp;MI), and dispersion of water in oil concurrent with oil in water (D W/O&amp;D O/W). The research further establishes a flow pattern-based physical model for effective dielectric constant determination in oil-water systems, enabling reliable water holdup prediction. Experimental results demonstrate the method's strong performance across a broad water cut range (21.88–98.04 %), with an absolute average deviation (AAD) of 0.03 and absolute average percentage deviation (AAPD) of 5.57 %, confirming the technique's accuracy for industrial applications.</div></div>","PeriodicalId":50440,"journal":{"name":"Flow Measurement and Instrumentation","volume":"106 ","pages":"Article 102959"},"PeriodicalIF":2.3,"publicationDate":"2025-06-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144242744","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A new gas slug length measurement method of slug flow in small channels based on a contactless impedance detection sensor 一种基于非接触阻抗检测传感器的小通道段塞流长度测量新方法
IF 2.3 3区 工程技术
Flow Measurement and Instrumentation Pub Date : 2025-06-04 DOI: 10.1016/j.flowmeasinst.2025.102969
Chenxu Wang , Junchao Huang , Haifeng Ji , Baoliang Wang , Zhiyao Huang
{"title":"A new gas slug length measurement method of slug flow in small channels based on a contactless impedance detection sensor","authors":"Chenxu Wang ,&nbsp;Junchao Huang ,&nbsp;Haifeng Ji ,&nbsp;Baoliang Wang ,&nbsp;Zhiyao Huang","doi":"10.1016/j.flowmeasinst.2025.102969","DOIUrl":"10.1016/j.flowmeasinst.2025.102969","url":null,"abstract":"<div><div>The gas slug length measurement of slug flow in small channels is of great importance for academic research and industrial applications. However, there exists a lack of effective methods. More research work should be undertaken. Based on a contactless impedance detection (CID) sensor, a new gas slug length measurement method of slug flow in small channels is proposed. According to many experimental results, in this work, the imaginary part of the impedance response signal is selected and its response curve (the <span><math><mrow><msub><mi>i</mi><mi>s</mi></msub></mrow></math></span> curve) is investigated. With the <span><math><mrow><msub><mi>i</mi><mi>s</mi></msub></mrow></math></span> curve, a feature <span><math><mrow><mi>Q</mi></mrow></math></span>, the ratio of the peak width at half-maximum (<span><math><mrow><msub><mi>w</mi><mi>h</mi></msub></mrow></math></span>) to the peak width at maximum (<span><math><mrow><msub><mi>w</mi><mn>0</mn></msub></mrow></math></span>) is extracted, and the gas slug length measurement model is developed. Experimental results show that the <span><math><mrow><msub><mi>i</mi><mi>s</mi></msub></mrow></math></span> curve indeed contains valuable information of the gas slug length, and the proposed feature <span><math><mrow><mi>Q</mi></mrow></math></span> is effective in presenting the gas slug length. Gas slug length measurement experiments show that the proposed method in small channels is effective, and the measurement accuracy is satisfactory.</div></div>","PeriodicalId":50440,"journal":{"name":"Flow Measurement and Instrumentation","volume":"106 ","pages":"Article 102969"},"PeriodicalIF":2.3,"publicationDate":"2025-06-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144254579","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Predicting gas volume fraction and flow regime identification in two-phase water–air flow: A deep learning solution for resource preservation in oil and gas industries 预测两相水-气流动中的气体体积分数和流态识别:油气行业资源保护的深度学习解决方案
IF 2.3 3区 工程技术
Flow Measurement and Instrumentation Pub Date : 2025-06-04 DOI: 10.1016/j.flowmeasinst.2025.102913
P. Aarabi Jeshvaghani , Kh. Rezaee Ebrahim Saraee , S.A.H. Feghhi , A. Jafari , F. Ameli
{"title":"Predicting gas volume fraction and flow regime identification in two-phase water–air flow: A deep learning solution for resource preservation in oil and gas industries","authors":"P. Aarabi Jeshvaghani ,&nbsp;Kh. Rezaee Ebrahim Saraee ,&nbsp;S.A.H. Feghhi ,&nbsp;A. Jafari ,&nbsp;F. Ameli","doi":"10.1016/j.flowmeasinst.2025.102913","DOIUrl":"10.1016/j.flowmeasinst.2025.102913","url":null,"abstract":"<div><div>This study investigates the integration of gamma-ray attenuation techniques and artificial neural networks for the precise identification of flow regimes and prediction of gas volume fractions in two-phase flow. Experimental procedures were conducted within a carefully designed two-phase flow loop, which integrated gamma-ray attenuation techniques with sophisticated data acquisition systems. An in-depth analysis was undertaken utilizing convolutional neural networks, a subtype of artificial neural networks, to analyze detailed patterns in the data and predict gas volume fraction alongside identifying flow regimes. The convolutional neural network model was precisely trained and optimized to handle the complexities inherent in multiphase flow dynamics. The results demonstrated the stability and efficacy of the convolutional neural network model in accurately predicting gas volume fraction and evaluating flow regimes, while also exploring the relationship between radiation measurement techniques and advanced machine learning methods. This comprehensive approach not only advances the current understanding of multiphase flow dynamics but also offers practical solutions for enhancing measurement accuracy and efficiency in industrial applications.</div></div>","PeriodicalId":50440,"journal":{"name":"Flow Measurement and Instrumentation","volume":"106 ","pages":"Article 102913"},"PeriodicalIF":2.3,"publicationDate":"2025-06-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144280835","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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