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Dynamic identification method for flow patterns of liquid-solid two-phase flow in horizontal pipelines
Published 2025-01-01Subjects: “…Liquid-solid two-phase low…”
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Numerical Simulation and Holdup Prediction of Oil-Water Two-Phase in Low Yield Shale Oil Near Horizontal Wells
Published 2025-04-01“…To investigate the oil-water two-phase flow behavior in low-production near-horizontal wells, 11 downhole pipeline models with varying well deviations (inclination angles), an inner diameter of 0.124 m, and a length of 6 m were established using ANSYS Fluent. …”
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A flow pattern recognition method for gas-liquid two-phase flow based on dilated convolutional channel attention mechanism.
Published 2025-01-01“…Considering the limited scale of the experimental dataset, pretrained DenseNet121 weights on ImageNet were transferred to ED-DenseNet using transfer learning. On a gas-liquid two-phase flow image dataset containing Annular, Bubbly, Churn, Dispersed, and Slug flow patterns, ED-DenseNet achieved an overall recognition accuracy of 97.82%, outperforming state-of-the-art models such as Flow-Hilbert-CNN, especially in complex and transitional flow scenarios. …”
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Application of Imaging Algorithms for Gas–Water Two-Phase Array Fiber Holdup Meters in Horizontal Wells
Published 2024-11-01“…The flow dynamics of low-yield horizontal wells demonstrate considerable complexity and unpredictability, chiefly attributable to the structural attributes of the wellbore and the interplay of gas–water two-phase flow. …”
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Virtual metering of gas-liquid two-phase flow in oil nozzles based on physical-data fusion
Published 2024-11-01“…Taking a 10 mm real nozzle as the test object, the experimental tests were carried out on a gas-liquid two-phase flow loop. In the tests, the converted velocity range of gas phase was 1.73–12.09 m/s while that of liquid phase was 0.03–0.35 m/s. …”
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The Characteristics of Gas-Water Two-Phase Radial Flow in Clay-Silt Sediment and Effects on Hydrate Production
Published 2021-01-01“…The relative permeability analysis shows that the two-phase flow zone is narrow and maximum gas relative permeability is below 0.1. …”
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Application of Array Imaging Algorithms for Water Holdup Measurement in Gas–Water Two-Phase Flow Within Horizontal Wells
Published 2025-07-01“…Gas–water two-phase flow in horizontal and inclined wells is significantly influenced by gravitational forces and spatial asymmetry around the wellbore, resulting in complex and variable flow patterns. …”
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Improved Crystalline Quality of AlN by Epitaxial Lateral Overgrowth Using Two-Phase Growth Method for Deep-Ultraviolet Stimulated Emission
Published 2016-01-01“…Compared with the single low V/III ratio growth, the two-phase growth method can lead to a coherent coalescence at the second growth stage and hence suppress new dislocations generating at the coalescence fronts. …”
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Experimental Study of Saturated Flow Boiling Heat Transfer in an Array of Micro-pin-fins
Published 2018-01-01“…Experiments were carried out to investigate the saturated flow boiling heat transfer and visualize the two-phase flow patterns for deionized water in a micro-pin-fin heat sink with cylindrical fins with a height of 500 μm and diameter of 500 μm. …”
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A Review on Flow Pattern Maps of Condensation in Horizontal Tubes
Published 2016-01-01“…Two-phase flow pattern is important for investigating heat transfer coefficients and pressure drops of condensation in horizontal tubes. …”
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Aperture Field Anisotropy Control on Immiscible Displacement Patterns in Rough Fractures
Published 2024-10-01“…This study demonstrates the critical role of aperture field anisotropy in controlling two‐phase displacement patterns and provides a theoretical framework for predicting multiphase flow behavior in natural fractures.…”
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Spatiotemporal patterns and influencing factors of genotypic resistance testing utilization among people living with HIV: A 10-year retrospective analysis at a tertiary care hospit...
Published 2025-06-01“…GRT rates showed a significant two-phase upward trend, increasing from 5.36 % in 2014 to 74.17 % in 2023, with an average annual percentage change of 31.30 % (P < 0.001). …”
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Review and Evaluation of Slip-ratio-based Void Fraction Prediction Models
Published 2025-01-01“…Void fraction is an important parameter in gas-liquid two-phase flow, which is closely related to the flow pattern, pressure drop, and heat transfer of the flow field. …”
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Multi-Type Change Detection and Distinction of Cultivated Land Parcels in High-Resolution Remote Sensing Images Based on Segment Anything Model
Published 2025-02-01“…By performing spatial connection analysis on cultivated land parcel units extracted by the SAM for two phases and combining multiple features such as texture features (GLCM), multi-scale structural similarity (MS-SSIM), and normalized difference vegetation index (NDVI), precise identification of cultivation type and pattern change areas was achieved. …”
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Improving the Parameterization of Complex Subsurface Flow Properties With Style‐Based Generative Adversarial Network (StyleGAN)
Published 2024-11-01“…Conventional parameterization methods that rely on linear/Gaussian assumptions are not suitable for representation of property maps with more complex spatial patterns. Deep learning techniques, such as Variational Autoencoders (VAE) and Generative Adversarial Networks (GAN), have recently been proposed to address this difficulty by learning complex spatial patterns from prior training images and synthesizing similar realizations using low‐dimensional latent variables with Gaussian distributions. …”
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CFD Simulation of Annular Centrifugal Extractors
Published 2012-01-01“…In continuation, the two-phase CFD simulations involving liquid-liquid and gas-liquid flow in the annular as well as separator regions have been reviewed. …”
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Study on the mechanism of erosion and wear of elbow pipes by coarse particles in filling slurry
Published 2024-12-01“…To study the erosion and wear mechanism of elbow pipes caused by coarse particles, the motion state of coarse particles under different curvature radii, coarse particle gradations, and pipe diameters was investigated using a simulation method based on the coupling of Fluent and EDEM software, grounded in theories of fluid mechanics, rheology, and solid–liquid two-phase flow. The study explored the impact patterns and locations of wear induced by coarse particles on filling elbow pipes. …”
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Modeling Inertia-Driven Oil Transport Inside the Three-Piece Oil Control Ring of Internal Combustion Engines
Published 2024-11-01“…Incorporating the boundary conditions at the rail gaps and drain holes, this simple model can complete computations for 10,000 cycles within a few seconds, allowing for quick the evaluation of transient behavior and design iterations. Studies on low-load conditions show that the model, with reasonable adjustment for the boundary conditions, can match the oil distribution patterns observed in visualization experiments. …”
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