Statistical simulator for synthesizing disturbance waves in downward vertical annular flow

IF 3.3 3区 工程技术 Q2 ENGINEERING, MECHANICAL
Ana Luiza B. Santana , Natan Schieck Reginaldo , Moisés A. Marcelino Neto , Rigoberto E.M. Morales , Marco José da Silva , Eduardo Nunes dos Santos
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Abstract

Annular flow is a gas-liquid flow regime commonly encountered in industrial applications, such as those in nuclear power and oil and gas production. While upward configurations have received substantial attention, detailed investigations of downward vertical annular flow remain comparatively limited. This study presents a statistical synthesis simulator capable of generating representative annular flow time series using only supervisory process parameters typically available in industrial environments, including pipe diameter, volumetric flow rates, and fluid properties (density and viscosity). Experiments were performed in two test sections with internal pipe diameters of 26 mm and 50 mm, where film thickness time series were recorded using a non-intrusive, high-speed conductance sensor. The acquired data were analyzed to extract key characteristics of the disturbance waves, including frequency, amplitude, velocity, and wave shape, which were then used to formulate empirical correlations governing the generation of synthetic unit waves. Using the combined 26-mm and 50-mm databases, the fitted correlations achieved R2 values of 0.91–0.99 for the main unit-wave geometrical parameters. These correlations were incorporated into the simulator to construct the synthetic film-thickness time series, from which the mean liquid fraction is computed and compared to experimental data. The results fall predominantly within the ±30 % band, with overall errors of approximately MAPE ≈21 %.
用于合成垂向环形流扰动波的统计模拟器
环空流动是工业应用中常见的气液流动形式,例如核电和油气生产。虽然向上的环空流动得到了大量关注,但对向下垂直环空流动的详细研究仍然相对有限。本研究提出了一种统计合成模拟器,能够仅使用工业环境中通常可用的监控过程参数(包括管径、体积流速和流体性质(密度和粘度))生成具有代表性的环空流动时间序列。实验在内径为26 mm和50 mm的两个测试段中进行,其中使用非侵入式高速电导传感器记录膜厚时间序列。对采集到的数据进行分析,提取干扰波的关键特征,包括频率、振幅、速度和波形,然后使用这些特征来制定控制合成单位波产生的经验相关性。在26-mm和50-mm数据库中,主要单位波几何参数的拟合相关R2为0.91-0.99。将这些相关性纳入模拟器,构建合成膜厚度时间序列,从中计算平均液体分数并与实验数据进行比较。结果主要落在±30%的范围内,总体误差约为MAPE≈21%。
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来源期刊
Flow Measurement and Instrumentation
Flow Measurement and Instrumentation 工程技术-工程:机械
CiteScore
4.30
自引率
13.60%
发文量
123
审稿时长
6 months
期刊介绍: Flow Measurement and Instrumentation is dedicated to disseminating the latest research results on all aspects of flow measurement, in both closed conduits and open channels. The design of flow measurement systems involves a wide variety of multidisciplinary activities including modelling the flow sensor, the fluid flow and the sensor/fluid interactions through the use of computation techniques; the development of advanced transducer systems and their associated signal processing and the laboratory and field assessment of the overall system under ideal and disturbed conditions. FMI is the essential forum for critical information exchange, and contributions are particularly encouraged in the following areas of interest: Modelling: the application of mathematical and computational modelling to the interaction of fluid dynamics with flowmeters, including flowmeter behaviour, improved flowmeter design and installation problems. Application of CAD/CAE techniques to flowmeter modelling are eligible. Design and development: the detailed design of the flowmeter head and/or signal processing aspects of novel flowmeters. Emphasis is given to papers identifying new sensor configurations, multisensor flow measurement systems, non-intrusive flow metering techniques and the application of microelectronic techniques in smart or intelligent systems. Calibration techniques: including descriptions of new or existing calibration facilities and techniques, calibration data from different flowmeter types, and calibration intercomparison data from different laboratories. Installation effect data: dealing with the effects of non-ideal flow conditions on flowmeters. Papers combining a theoretical understanding of flowmeter behaviour with experimental work are particularly welcome.
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