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Impact dynamics of droplets on convex structures: an experimental study with a maximum spreading diameter model for convex surface impacts 凸面结构上液滴的撞击动力学:利用凸面撞击的最大扩散直径模型进行的实验研究
IF 2.3 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-08-19 DOI: 10.1007/s00348-024-03865-2
Nuri Erdem Ersoy, Fenghao Shi, David L. S. Hung

Droplet impact is a common phenomenon in daily life and various industrial applications. Previous research shows that surface geometry significantly influences impact outcomes. However, there is a gap in systematic research on how convex structures, similar in size to the droplet, influence impact behaviors. To address this, our study focused on producing various targets with different convexity to investigate the morphological evolution of droplet impact. Using high-speed imaging techniques, we examined these impacts with Weber numbers ranging from 5 to 346. The experimental results show that dry convex surfaces increase the maximum spreading diameter of droplets by altering liquid mass redistribution. Reduced air entrapment diminishes the circumferential instability of deformed droplets on these surfaces, as evidenced by fewer fingers formed. This study also proposes a hybrid model to predict the maximum spreading diameter on convex surfaces using the energy conservation method. Benefiting from models for flat surfaces, this new approach accounts for convex surface impacts, which alter the impact characteristics according to the convexity of the impact geometry. The model assumes that the droplet at its maximum spreading diameter resembles either a disc or a rim. Notably, the rim assumption was quite evident in several convex surface impacts, presenting a donut-shaped expansion. These results are combined through weighted summation The hybrid model’s predictions show a superior agreement with the experimental data compared to existing models. Additionally, the model’s weighting factors provide insights into the distribution of liquid mass between the central film and the surrounding rim.

Graphical abstract

液滴撞击是日常生活和各种工业应用中的常见现象。以往的研究表明,表面几何形状会对撞击结果产生重大影响。然而,关于与液滴大小相似的凸面结构如何影响撞击行为的系统研究还存在空白。为了解决这个问题,我们的研究重点是制作具有不同凸度的各种目标,以研究液滴撞击的形态演变。利用高速成像技术,我们研究了韦伯数从 5 到 346 不等的撞击。实验结果表明,干凸表面通过改变液体质量的再分布,增加了液滴的最大扩散直径。空气夹带的减少降低了变形液滴在这些表面上的圆周不稳定性,形成的手指较少就是证明。本研究还提出了一种混合模型,利用能量守恒法预测凸面上的最大扩散直径。这种新方法借鉴了平面模型,考虑了凸面撞击,因为凸面撞击会根据撞击几何形状的凸度改变撞击特性。该模型假定液滴在其最大扩展直径处类似于圆盘或边缘。值得注意的是,在几个凸面撞击中,边缘假设非常明显,呈现出甜甜圈状的扩展。与现有模型相比,混合模型的预测结果与实验数据更加吻合。此外,该模型的加权因子还有助于深入了解中央薄膜和周围边缘之间的液体质量分布。
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引用次数: 0
A multi-directional redundant 3D-LPT system for ship–flight–deck wind interactions 用于船-飞行-甲板风相互作用的多方向冗余 3D-LPT 系统
IF 2.3 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-08-17 DOI: 10.1007/s00348-024-03867-0
Ilda Hysa, Marthijn Tuinstra, Andrea Sciacchitano, Fulvio Scarano, Mark-Jan van der Meulen, Thomas Rockstroh, Eric W. M. Roosenboom

In the past years, volumetric velocimetry measurements with helium-filled soap bubbles as tracer particles have been introduced in wind tunnel experiments and performed at large-scale, enabling the study of complex body aerodynamics. A limiting factor is identified in the field of wind engineering, where the flow around ships is frequently investigated. Considering multiple wind directions, the optical access for illumination and 3D imaging rapidly erodes the measurement regions due to shadows and incomplete triangulation. This work formalizes the concepts of volumetric losses and camera redundancy, and examines the performance of multi-directional illumination and imaging for monolithic and partitioned modes. The work is corroborated by experiments around a representative ship model. The study shows that a redundant system of cameras yields the largest measurement volume when partitioned into subsystems. The 3D measurements employing two illumination directions and seven cameras, yield the time-averaged velocity field around the ship. Regions of flow separation and recirculation are revealed, as well as sets of counter-rotating vortices in several stations from the ship bow to the flight–deck. The unsteady regime at the flight–deck is examined by proper orthogonal decomposition, indicating that the technique is suited for the analysis of large-scale unsteady flow features.

在过去的几年中,以充满氦气的肥皂泡作为示踪粒子进行的体积测速测量已被引入风洞实验,并在大规模范围内进行,从而使复杂的车身空气动力学研究成为可能。在风力工程领域,一个限制因素被发现,在该领域,船舶周围的气流经常被研究。考虑到多个风向,用于照明和三维成像的光学通道会因阴影和不完整的三角测量而迅速侵蚀测量区域。这项工作正式提出了体积损失和相机冗余的概念,并研究了单片模式和分区模式的多方向照明和成像性能。围绕一个具有代表性的船舶模型进行的实验证实了这项工作。研究结果表明,将冗余相机系统划分为子系统时,可获得最大的测量体积。三维测量采用了两个照明方向和七台相机,可获得船舶周围的时间平均速度场。在从船首到飞行甲板的几个位置上,可以看到气流分离和再循环区域,以及反向旋转的涡流组。通过适当的正交分解,对飞行甲板上的非稳态进行了研究,表明该技术适用于分析大规模非稳态流动特征。
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引用次数: 0
Plume and wall temperature impact on the subsonic aft-body flow of a generic space launcher geometry 羽流和壁温对一般航天发射器几何形状的亚音速尾流的影响
IF 2.3 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-08-17 DOI: 10.1007/s00348-024-03866-1
Daniel Kirchheck, Jan-Erik Schumann, Markus Fertig, Dominik Saile, Volker Hannemann, Thino Eggers, Ali Gülhan

Experimental and numerical simulation of launcher base flows are crucial for future launcher design. In experiments, exhaust plume simulation is often limited to cold or slightly heated gases. In numerical simulations, multi-species reactive flow is often neglected due to limited resources. The impact of these simplifications on the relevant flow features, compared to real flight scenarios, needs to be characterized in order to enhance the design process. Experimental and numerical investigations were carried out within the framework of the SFB/TRR 40 Collaborative Research Centre to study the impact of plume and wall temperature on the base flow of a generic small-scale launcher configuration. Wind tunnel tests were performed in the Hot Plume Testing Facility (HPTF) at DLR, Cologne, using subsonic ambient flow and pressurized air or hydrogen–oxygen combustion as exhaust gases. The tests were numerically rebuilt using the DLR TAU code employing a scale-resolved IDDES approach, including thermal coupling and detailed chemistry. The paper combines the experimental and numerical findings from the SFB/TRR 40 base flow studies and highlights the most prominent influences on the mean flow field, the pressure field, the dynamic wake flow motion, and the resulting aerodynamic forces on the nozzle. High-frequency pressure measurements, high-speed schlieren recordings, and time-resolved CFD results are evaluated using spectral and modal analysis of the one- and two-dimensional flow field data.

发射装置底部气流的实验和数值模拟对于未来的发射装置设计至关重要。在实验中,排气羽流模拟通常仅限于冷气体或微热气体。在数值模拟中,由于资源有限,多物种反应流往往被忽略。与真实飞行场景相比,这些简化对相关流动特征的影响需要加以说明,以改进设计过程。在 SFB/TRR 40 合作研究中心的框架内开展了实验和数值研究,以研究羽流和壁温对通用小型发射器配置的基本流动的影响。风洞试验在科隆德国航天中心的热羽流试验设备(HPTF)中进行,使用亚音速环境流和增压空气或氢氧燃烧作为废气。这些测试使用德国科隆航天中心的 TAU 代码进行数值重建,该代码采用了规模分辨 IDDES 方法,包括热耦合和详细的化学成分。论文结合了 SFB/TRR 40 基准流研究的实验和数值结果,突出强调了对平均流场、压力场、动态尾流运动以及喷嘴上产生的空气动力的最显著影响。通过对一维和二维流场数据进行频谱和模态分析,对高频压力测量、高速裂隙记录和时间分辨 CFD 结果进行了评估。
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引用次数: 0
The dynamic response of a pressure transducer for measurements in water 用于水中测量的压力传感器的动态响应
IF 2.3 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-08-14 DOI: 10.1007/s00348-024-03854-5
M. Jentzsch, W. Lechner, R. Woszidlo, C. N. Nayeri, C. O. Paschereit

Dynamic pressure measurements are indispensable in the field of fluid mechanics. Attaching tubing as a transmission line to the pressure transducer is often unavoidable but significantly reduces the usable bandwidth of the measurement system. Complex fluid-wall interactions and potential outgassing of air are present within systems with water-filled tubes. Comprehensive studies aiding researchers in selecting suitable transmission line parameters (i.e., material, length, and diameter) are not available. A simple calibration apparatus is designed for the frequency response characterization of multiple pressure transducers simultaneously applying a pressure step. The setup is thoroughly characterized and a detailed description is provided to optimize the bandwidth. A piezoresistive pressure transducer attached to water-filled tubes, as commonly used in hydrodynamic experiments, is characterized in the low-frequency range (i.e., (f le {300}) Hz). Tube-related effects, such as length, diameter, and material are investigated. The impact of entrapped air within the tubing is analyzed. The feasibility of substituting water with silicone oil to fill the tubes is explored. To optimize the usable bandwidth of the pressure measurement system for dynamic applications, it is essential to maintain short tubing that is as rigid as possible and free from entrapped air. Pressure wave propagation speed is reduced by two orders of magnitude in elastic transmission lines made of silicone. Pressure corrections through dynamic calibration are challenging due to the system’s sensitivity to various parameters affecting the dynamic response.

动态压力测量在流体力学领域是不可或缺的。将管道作为传输线连接到压力传感器通常是不可避免的,但会大大降低测量系统的可用带宽。在充满水的管道系统中,存在着复杂的流体壁相互作用和潜在的空气放气。目前还没有全面的研究可以帮助研究人员选择合适的传输线参数(即材料、长度和直径)。本文设计了一个简单的校准装置,用于同时对多个压力传感器施加一个压力阶跃进行频率响应表征。该装置具有全面的特性,并提供了优化带宽的详细说明。在低频范围内(即 (fle {300}) Hz),对连接到充水管上的压阻压力传感器进行了表征,该传感器通常用于流体力学实验。研究了与管子相关的影响,如长度、直径和材料。分析了管道内夹带空气的影响。探讨了用硅油代替水填充管道的可行性。为了优化动态应用中压力测量系统的可用带宽,必须保持短管尽可能坚硬且无夹带空气。在硅胶制成的弹性传输线中,压力波的传播速度会降低两个数量级。由于系统对影响动态响应的各种参数非常敏感,因此通过动态校准进行压力校正具有挑战性。
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引用次数: 0
A guided filter-based 3D hybrid variational optical flow for accurate tomographic PIV measurements 基于引导滤波器的三维混合变分光学流,用于精确断层扫描 PIV 测量
IF 2.3 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-08-13 DOI: 10.1007/s00348-024-03849-2
Menggang Kang, Hua Yang, Zhouping Yin, Qi Gao, Xiaoyu Liu

High spatial resolution and high accuracy estimation of 3D velocity fields are important for tomographic particle image velocimetry (Tomo-PIV), especially when measuring complex flow fields with delicate 3D structures. However, the widely used cross-correlation-based methods have limited spatial resolution, while the recently developed optical flow-based methods have low robustness and are sensitive to particle volume reconstruction errors. Therefore, 3D velocity estimation methods that simultaneously exhibit high resolution and robustness must be developed. In this study, we propose a novel velocity estimation method for Tomo-PIV measurement using the guided filter-based 3D hybrid variational optical flow (GF-HVOF) method to achieve high spatial resolution and highly accurate measurement of 3D flow field structure. First, we propose a novel L1-norm regularization term based on the Helmholtz decomposition theorem to preserve the divergence and vorticity of the fluid flow. Second, we propose a guided-filter-based constraint term using the result of the cross-correlation-based method as the guided flow field to improve the robustness of the optical flow method. Third, we propose a hybrid constraint term based on particle tracking velocimetry (PTV) method and a spatially weighted data term to reduce the effect of ghost particles and discrete errors generated during the reconstruction of particle volumes. The newly proposed hybrid method combines the advantages of optical-flow-based and cross-correlation-based methods and corrects the flow field using the PTV method. Velocity fields are estimated over synthetic and experimental particle volumes. The results show that the newly proposed GF-HVOF method achieves better performance and greater measurement accuracy than existing 3D fluid motion estimation methods.

高空间分辨率和高精度估计三维速度场对于断层粒子图像测速仪(Tomo-PIV)非常重要,尤其是在测量具有精细三维结构的复杂流场时。然而,广泛使用的基于交叉相关的方法空间分辨率有限,而最近开发的基于光流的方法鲁棒性低,对粒子体积重构误差敏感。因此,必须开发出同时具有高分辨率和鲁棒性的三维速度估算方法。在本研究中,我们提出了一种用于 Tomo-PIV 测量的新型速度估计方法,该方法采用基于导向滤波器的三维混合变分光流(GF-HVOF)方法,以实现高空间分辨率和高精度的三维流场结构测量。首先,我们基于亥姆霍兹分解定理提出了一种新的 L1 正则项,以保持流体流动的发散性和涡度。其次,我们提出了一种基于引导滤波的约束项,使用基于交叉相关方法的结果作为引导流场,以提高光流方法的鲁棒性。第三,我们提出了一种基于粒子跟踪测速(PTV)方法和空间加权数据的混合约束项,以减少重构粒子体积过程中产生的幽灵粒子和离散误差的影响。新提出的混合方法结合了基于光流的方法和基于交叉相关的方法的优点,并使用 PTV 方法校正流场。对合成和实验粒子体积的速度场进行了估算。结果表明,与现有的三维流体运动估算方法相比,新提出的 GF-HVOF 方法性能更好,测量精度更高。
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引用次数: 0
Investigating intermittent behaviors in transitional flows using a novel time–frequency-based method 利用基于时间频率的新方法研究过渡流中的间歇行为
IF 2.3 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-08-13 DOI: 10.1007/s00348-024-03863-4
Jibin Joy Kolliyil, Nikhil Shirdade, Melissa C. Brindise

The intermittency characteristics in transitional and turbulent flows can provide critical information on the underlying mechanisms and dynamics. While time–frequency (TF) analysis serves as a valuable tool for assessing intermittency, existing methods suffer from resolution issues and interference artifacts in the TF representation. As a result, no suitable or accepted methods currently exist for assessing intermittency. In this work, we address this gap by presenting a novel TF method—a Fourier-decomposed wavelet-based transform—which yields improved spatial and temporal resolution by leveraging the advantages of both integral transforms and data-driven mode decomposition-based TF methods. Specifically, our method combines a Fourier-windowing component with wavelet-based transforms such as the continuous wavelet transform (CWT) and superlet transform, a super-resolution version of the CWT. Using a peak-detection algorithm, we extract the first, second, and third most dominant instantaneous frequency (IF) components of a signal. We compared the accuracy of our method to traditional TF methods using analytical signals as well as an experimental particle image velocimetry (PIV) dataset capturing transition to turbulence in pulsatile pipe flows. Error analysis with the analytical signals demonstrated that our method maintained superior resolution, accuracy, and, as a result, specificity of the instantaneous frequencies. Additionally, with the pulsatile flow dataset, we demonstrate that IF components of the fluctuating velocities extracted by our method decompose energy cascade components in the flow. Additional investigations into corresponding spatial frequency structures resulted in detailed observations of the inherent scaling mechanisms of transition in pulsatile flows.

过渡流和湍流中的间歇特征可以提供有关其基本机制和动力学的重要信息。虽然时间频率(TF)分析是评估间歇性的重要工具,但现有方法存在分辨率问题和 TF 表示中的干扰假象。因此,目前还没有合适或公认的方法来评估间歇性。在这项工作中,我们提出了一种新颖的 TF 方法--基于小波的傅立叶分解变换,利用积分变换和基于数据驱动模式分解的 TF 方法的优势,提高了空间和时间分辨率,从而弥补了这一不足。具体来说,我们的方法将傅里叶窗口组件与连续小波变换(CWT)和超小波变换(CWT 的超分辨率版本)等基于小波的变换相结合。利用峰值检测算法,我们提取出了信号中第一、第二和第三最主要的瞬时频率(IF)成分。我们使用分析信号以及捕捉脉动管道流向湍流过渡的粒子图像测速仪(PIV)实验数据集,比较了我们的方法与传统 TF 方法的准确性。利用分析信号进行的误差分析表明,我们的方法保持了卓越的分辨率和准确性,并因此保持了瞬时频率的特异性。此外,通过脉动流数据集,我们证明了用我们的方法提取的波动速度的中频成分分解了流动中的能量级联成分。通过对相应空间频率结构的进一步研究,我们详细观察到了脉动流中过渡的内在缩放机制。
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引用次数: 0
Stereoscopic Micro-PIV measurement of the flow dynamics in a spherical dimple 对球形凹陷中的流动动力学进行立体微观 PIV 测量
IF 2.3 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-08-06 DOI: 10.1007/s00348-024-03858-1
Lukas Rohwer, Hannes Deponte, Wolfgang Augustin, Stephan Scholl

One way to increase the thermal efficiency of heat exchangers is to structure the heat transfer surfaces with dimples, resulting in an enlarged surface area and intensified turbulence in the fluid flow. The increased turbulence also causes higher wall shear stress, which potentially suppresses the deposition of particles and supports a self-cleaning of the surface. For a deeper understanding of these phenomena, the flow dynamics inside the dimple were observed experimentally with Stereoscopic Micro-Particle Image Velocimetry (Stereo µPIV). The formation of an unsteady oscillating vortex, which leads to an asymmetric trail downstream of the dimple, is visualized. The significant influence of the dimple geometry on heat transfer enhancement is shown, and the most beneficial geometric ratio of the spherical dimple regarding its ability to increase turbulence is identified. A comparison of the local flow velocities with the results of the numerically and experimentally observed patterns of the deposited particles caused by the dimple’s self-cleaning effect shows a good match.

提高热交换器热效率的一种方法是在传热表面设计凹槽,从而扩大表面积,加强流体流动中的湍流。增加的湍流还能提高壁面剪应力,从而抑制颗粒沉积并支持表面自清洁。为了更深入地了解这些现象,我们使用立体微观粒子图像测速仪(Stereo µPIV)对凹陷内部的流动动力学进行了实验观察。结果表明,不稳定振荡漩涡的形成导致了酒窝下游的不对称尾迹。图中显示了凹痕几何形状对热传递增强的重要影响,并确定了球形凹痕在增加湍流能力方面最有利的几何比率。将局部流速与通过数值和实验观察到的由酒窝自清洁效应引起的沉积颗粒形态结果进行比较,结果显示两者非常吻合。
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引用次数: 0
Temperature imaging during the hydrogen release reaction from a liquid organic hydrogen carrier (LOHC) system using phosphor thermometry 使用荧光粉测温仪对液态有机氢载体(LOHC)系统的氢释放反应过程进行温度成像
IF 2.3 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-08-05 DOI: 10.1007/s00348-024-03859-0
Jonas Bollmann, Florian Bauer, Silvan Keim, Nikolas Herz, Lars Zigan, Peter Wasserscheid, Stefan Will

Liquid organic hydrogen carrier (LOHC) systems offer a particularly interesting option for chemical hydrogen storage. In order to characterize and understand the endothermal hydrogen release from the carrier liquid and to evaluate suitable catalyst materials, knowledge of the temperature fields in the dehydrogenation reactor is important. One suitable technique for planar temperature sensing in reacting systems is phosphor thermometry. It is based on the excitation of a luminescent material by a laser pulse and detection of the subsequent phosphorescence signal. We investigated the luminescence of the thermographic phosphor (Sr,Ca)SiAIN3:Eu2+ (“SCASN:Eu2+”) dispersed in the H0-DBT / H18-DBT LOHC system in a temperature range from 400 to 600 K. A measurement cell enables repeatable and homogeneous measurement conditions of the hydrogen release reaction. A catalytic plate was put inside the heated LOHC. Temperature fields during the hydrogen release reaction were measured for the first time using the phosphorescence decay time (PDT) and the phosphorescence intensity ratio method (PIR). As expected, a strong cooling at the catalyst surface during the endothermal hydrogen release reaction could be observed, which was quantified to be in the range of 40 K.

Graphical abstract

液态有机氢载体(LOHC)系统为化学储氢提供了一种特别有趣的选择。为了描述和了解载氢液的内热释氢特性并评估合适的催化剂材料,了解脱氢反应器中的温度场非常重要。荧光粉测温法是一种适用于反应系统中平面温度传感的技术。该技术基于激光脉冲激发发光材料,并检测随后的磷光信号。我们研究了分散在 H0-DBT / H18-DBT LOHC 系统中的 (Sr,Ca)SiAIN3:Eu2+("SCASN:Eu2+")热成像荧光粉在 400 至 600 K 温度范围内的发光情况。催化板被置于加热的 LOHC 内。首次使用磷光衰减时间(PDT)和磷光强度比方法(PIR)测量了氢释放反应过程中的温度场。不出所料,在内热释氢反应过程中,催化剂表面出现了强烈的降温现象,降温幅度在 40 K 之间。
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引用次数: 0
Integrated positron emission particle tracking (PEPT) and X-ray computed tomography (CT) imaging of flow phenomena in twisted tape swirl flow 对扭曲带漩涡流中的流动现象进行正电子发射粒子跟踪(PEPT)和 X 射线计算机断层扫描(CT)综合成像
IF 2.3 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-08-05 DOI: 10.1007/s00348-024-03860-7
Cody S. Wiggins, Arturo Cabral, Adam Mafi, Jerel Houston, Lane B. Carasik

A combined positron emission particle tracking (PEPT) and X-ray computed tomography (CT) technique is presented, and its utility is demonstrated through investigation of flow in a pipe with twisted tape swirl insert with varying flow conditions (diameter-based Reynolds numbers 16,300–63,300). A description of this technique is given, as well as data handling practices used to relate geometric information captured by CT to fluid flow data gathered via PEPT. It is found that the CT component is readily capable of capturing the stainless steel insert geometry in this present system, but the use of combined plastic and metal materials leads to artifacts in imaging of the plastic surface. Nonetheless, CT data are related to PEPT flow measurements, and average velocity fields are calculated via a pseudo-framing and interpolation scheme and used to visualize and interrogate key flow phenomena within the system. Radial velocity profiles of the mean flow characteristics are seen to collapse to a nearly common form across all flow conditions considered. Helical vortices are seen propagating through the flow field, generated by bypass flow around the gap between the insert and pipe wall, with additional coherent secondary flow structures seen in the higher Reynolds number cases. These findings enhance the understanding of the mixing mechanisms in these swirl flows and encourage the continued development of PEPT-CT methodologies for 3D flow measurements in optically inaccessible systems.

本文介绍了一种正电子发射粒子跟踪(PEPT)和 X 射线计算机断层扫描(CT)组合技术,并通过研究不同流动条件(基于直径的雷诺数为 16,300-63,300 )下带有扭曲带漩涡插入物的管道中的流动情况,展示了该技术的实用性。文中对该技术进行了描述,并介绍了用于将 CT 捕捉到的几何信息与通过 PEPT 收集到的流体流动数据联系起来的数据处理方法。研究发现,在本系统中,CT 组件很容易捕捉到不锈钢插入件的几何形状,但使用塑料和金属组合材料会导致塑料表面成像出现伪影。尽管如此,CT 数据还是与 PEPT 流量测量结果相关联,并通过伪取景和插值方案计算出平均速度场,用于可视化和分析系统内的主要流动现象。在所考虑的所有流动条件下,平均流动特征的径向速度剖面都会塌缩成几乎相同的形式。螺旋漩涡在流场中传播,由插入物和管壁间隙周围的旁路流产生,在雷诺数较高的情况下还能看到额外的连贯二次流结构。这些发现加深了人们对这些漩涡流中混合机制的理解,并鼓励继续开发 PEPT-CT 方法,用于光学不可及系统中的三维流动测量。
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引用次数: 0
Practical object and flow structure segmentation using artificial intelligence 利用人工智能进行实用对象和流动结构分割
IF 2.3 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-07-30 DOI: 10.1007/s00348-024-03852-7
Ali R. Khojasteh, Willem van de Water, Jerry Westerweel

This paper explores integrating artificial intelligence (AI) segmentation models, particularly the Segment Anything Model (SAM), into fluid mechanics experiments. SAM’s architecture, comprising an image encoder, prompt encoder, and mask decoder, is investigated for its application in detecting and segmenting objects and flow structures. Additionally, we explore the integration of natural language prompts, such as BERT, to enhance SAM’s performance in segmenting specific objects. Through case studies, we found that SAM is robust in object detection in fluid experiments. However, segmentations related to flow properties, such as scalar turbulence and bubbly flows, require fine-tuning. To facilitate the application, we have established a repository (https://github.com/AliRKhojasteh/Flow_segmentation) where models and usage examples can be accessed.

本文探讨了如何将人工智能(AI)分割模型,特别是 "任意分割模型"(SAM),整合到流体力学实验中。SAM 的结构包括图像编码器、提示编码器和掩码解码器,本文研究了 SAM 在检测和分割物体及流动结构中的应用。此外,我们还探索了自然语言提示(如 BERT)的整合,以提高 SAM 在分割特定物体方面的性能。通过案例研究,我们发现 SAM 在流体实验中的物体检测方面非常稳健。然而,与标量湍流和气泡流等流动特性相关的分割需要进行微调。为了方便应用,我们建立了一个资源库(https://github.com/AliRKhojasteh/Flow_segmentation),在这里可以访问模型和使用示例。
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Experiments in Fluids
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