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Physiological hypoxia promotes cancer cell migration and attenuates angiogenesis in co-culture using a microfluidic device 利用微流体设备在共培养过程中,生理性缺氧可促进癌细胞迁移并抑制血管生成
IF 2.3 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-09-30 DOI: 10.1007/s10404-024-02768-2
Satoshi Aratake, Kenichi Funamoto

In the tumor microenvironment (TME), the interaction between cancer cells and the microvascular network plays a crucial role in cancer progression. It is also well known that an extremely low oxygen concentration is generated in the TME. However, the effects of oxygen concentration on the interaction between cancer cells and the microvascular network remain poorly understood. In the present study, we developed a microfluidic device with three gel channels and used this device to co-culture cancer cells and a microvascular network. We then investigated the cellular dynamics at different oxygen concentrations. Cancer cells and cells forming a microvascular network (endothelial cells and fibroblasts) were separately mixed with fibrin gels and placed in separate gel channels that flanked a middle gel channel lacking cells. During a seven-day co-culture, the dynamics of cancer cells and formation of a three-dimensional microvascular structure were observed. Cell culture was conducted at three different oxygen concentrations: atmospheric oxygen (21% O2), physiological normoxia (5% O2), and physiological hypoxia (1% O2, resembling the TME). Inspection revealed that cancer cells migrated toward the microvascular network under the co-culture conditions, a property that was potentiated at lower oxygen levels. Under physiological normoxia, endothelial cells formed a thick, dense microvascular network rather than migrating towards the cancer cells. In contrast, under physiological hypoxia, endothelial cells did not exhibit angiogenesis toward cancer cells. These results suggest that the microfluidic device described here will be useful for investigating the interactions between cancer cells and microvascular network under various oxygen conditions.

在肿瘤微环境(TME)中,癌细胞与微血管网络之间的相互作用对癌症的发展起着至关重要的作用。众所周知,肿瘤微环境中的氧气浓度极低。然而,人们对氧浓度对癌细胞与微血管网络之间相互作用的影响仍然知之甚少。在本研究中,我们开发了一种带有三个凝胶通道的微流控装置,并利用该装置共同培养癌细胞和微血管网络。然后,我们研究了不同氧气浓度下的细胞动态。癌细胞和形成微血管网络的细胞(内皮细胞和成纤维细胞)分别与纤维蛋白凝胶混合,并分别置于不同的凝胶通道中,中间的凝胶通道两侧没有细胞。在为期七天的共培养过程中,观察了癌细胞的动态和三维微血管结构的形成。细胞培养在三种不同的氧气浓度下进行:大气氧(21% O2)、生理性常氧(5% O2)和生理性缺氧(1% O2,类似于 TME)。检查发现,在共培养条件下,癌细胞向微血管网络迁移,这一特性在较低氧水平下得到加强。在生理性常氧条件下,内皮细胞形成了厚而密集的微血管网络,而不是向癌细胞迁移。相反,在生理性缺氧条件下,内皮细胞并不表现出向癌细胞的血管生成。这些结果表明,本文所述的微流控装置将有助于研究各种氧气条件下癌细胞与微血管网络之间的相互作用。
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引用次数: 0
Transient flow of electrolyte solution in porous media with membranes fitted at the upper wall surface and lower charged surface 电解质溶液在多孔介质中的瞬态流动,上壁表面和下带电表面装有薄膜
IF 2.3 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-09-28 DOI: 10.1007/s10404-024-02761-9
Abhishesh Pandey, Ashvani Kumar, Dharmendra Tripathi, Kalpna Sharma

The flow analysis of electrolyte solution in microchannel/capillary is essential in various applications of health care such as dialysis and diagnosis processes of biological fluids/samples. To investigate the flow analysis in a homogeneous and isotropic porous microchannel with two membranes fitted at the upper wall surface, a novel biophysical model is presented mathematically. The lower wall surface is kept stationary and negatively charged to analyse the influence of the electroosmosis mechanism. The membranes have a self-propagating pumping process with varying amplitude and phase lag. The continuity and momentum equations are considered to describe the fluid flow and the Poisson–Boltzmann equation is taken to analyse the distribution of the electric potential for the electrolyte solution in the normal direction to a charged surface. To derive the governing equations, we have considered the approximation of low Reynolds number and Debye-Hückel linearization. Using MATLAB coding, key results like velocity, pressure difference, skin friction, volumetric flow rate, and stream function are computed under the influence of significant parameters. Present study finds that the movement of the electrolyte solution can be driven by membrane-based pumping at a small scale and further regulated by electroosmosis. The resistance due to the porous medium impacts the velocity and volumetric flow rate but this resistance can be mitigated by increasing the strength of the external electric field. This analysis is potentially useful for developing membrane-based microfluidic devices to analyse the biological flow at the micro-scale.

微通道/毛细管中电解质溶液的流动分析在透析和生物液体/样本诊断过程等各种医疗应用中至关重要。为了研究在上壁面装有两层膜的均质各向同性多孔微通道中的流动分析,我们用数学方法提出了一个新的生物物理模型。下壁表面保持静止并带负电,以分析电渗机制的影响。膜具有不同振幅和相位滞后的自蔓延抽水过程。连续性方程和动量方程用于描述流体流动,泊松-波尔兹曼方程用于分析电解质溶液在带电表面法线方向的电动势分布。为了推导控制方程,我们考虑了低雷诺数近似和 Debye-Hückel 线性化。使用 MATLAB 编码,计算了重要参数影响下的速度、压差、表皮摩擦、体积流量和流函数等关键结果。目前的研究发现,电解质溶液的运动可以通过小规模的膜泵驱动,并通过电渗进一步调节。多孔介质产生的阻力会影响流速和容积流量,但这种阻力可以通过增加外部电场强度来缓解。这项分析可能有助于开发基于膜的微流体设备,以分析微尺度的生物流动。
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引用次数: 0
A microfluidic platform for real-time enumeration and high accuracy retrieval of a very low number of cells 用于实时计数和高精度检索极少量细胞的微流体平台
IF 2.3 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-09-27 DOI: 10.1007/s10404-024-02767-3
Buket Şahin, Begüm Şen Doğan, Ebru Özgür, Özge Zorlu, Ender Yıldırım, Haluk Külah

In recent years, single cell isolation and analysis have become crucial, driven by the need to study rare cells in cell biology research, diagnostics, and personalized medicine. However, existing platforms for isolating small cell numbers are expensive, labor-intensive, and not widely accessible. To address this, we present a low-cost, repeatable microfluidic platform capable of retrieving 1-100 cells with high accuracy and minimal sample loss. The system utilizes a 2D hydrodynamic focusing chip and a pipette tip as a cell reservoir, enhanced by a flexible hydraulic reservoir (FHR) to prevent sample loss. Cells are collected using a syringe pump-driven flow, monitored in real-time under a microscope, and counted using image processing software. To validate the platform, MCF7 breast cancer cells were passed through the microchannel, with target retrieval numbers ranging from 1 to 100 cells. The average retrieved cell count was found to be 1.0 ± 0.0, 9.2 ± 2.4, 46.0 ± 5.9 and 98.5 ± 6.2 for 1, 10, 50, and 100 targeted number of cells, respectively. The counting accuracy of the code was demonstrated by the average deviation between the code count and retrieved number of cells being 0 ± 0.6, -0.3 ± 1.7, -1.6 ± 0.9, and 3.9 ± 4.8, respectively for 1, 10, 50, and 100 targeted cells. The process took less than 10 min, with cell counts matching targets closely and demonstrating high accuracy. Importantly, cell viability remained unaffected post-process. This method offers a cost-effective, robust solution for precise cell counting and retrieval, suitable for various downstream applications.

近年来,在细胞生物学研究、诊断和个性化医疗中研究稀有细胞的需求推动下,单细胞分离和分析变得至关重要。然而,用于分离少量细胞的现有平台价格昂贵、劳动密集型,而且不能广泛使用。为了解决这个问题,我们提出了一种低成本、可重复的微流体平台,能够以高精度和最小的样品损失提取 1-100 个细胞。该系统利用二维流体动力聚焦芯片和移液器吸头作为细胞储液器,并通过柔性液压储液器(FHR)防止样本丢失。利用注射泵驱动的流动收集细胞,在显微镜下进行实时监测,并利用图像处理软件进行计数。为了验证该平台,MCF7 乳腺癌细胞通过了微通道,目标回收数量为 1 到 100 个细胞。1 个、10 个、50 个和 100 个目标细胞的平均检索细胞数分别为 1.0 ± 0.0、9.2 ± 2.4、46.0 ± 5.9 和 98.5 ± 6.2。对于 1、10、50 和 100 个目标细胞,代码计数与检索细胞数之间的平均偏差分别为 0 ± 0.6、-0.3 ± 1.7、-1.6 ± 0.9 和 3.9 ± 4.8,这证明了代码计数的准确性。整个过程不到 10 分钟,细胞计数与目标非常吻合,显示出很高的准确性。重要的是,处理后细胞活力不受影响。这种方法为精确的细胞计数和检索提供了一种经济、可靠的解决方案,适用于各种下游应用。
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引用次数: 0
Interplay of acoustophoresis and dielectrophoresis in a standing surface acoustic wave field: from spherical to non-spherical particles 驻留表面声波场中声电泳与介电泳的相互作用:从球形颗粒到非球形颗粒
IF 2.3 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-09-15 DOI: 10.1007/s10404-024-02762-8
Sebastian Sachs, David Schreier, Felix Brand, Klaus Stefan Drese, Christian Cierpka, Jörg König

Standing surface acoustic waves (sSAW) emerged as a flexible tool for precise manipulation of spherical and non-spherical objects in Lab-on-a-Chip devices. While the manipulation of suspended particles and cells in acoustofluidic devices is mostly dominated by acoustic forces due to acoustic scattering and the acoustically induced fluid flow, surface acoustic waves are inherently linked to an inhomogeneous electric field. The superimposed effects of dielectrophoretic forces and torques on polarizable particles are less explored in microfluidics using sSAW. In this study, a thorough analysis of the physical interplay of acoustophoresis and dielectrophoresis aims to bridge this gap. In comprehensive experiments, the dielectrophoretic impact on the behavior of spherical and non-spherical particles is distinguished by screening the electric field of the sSAW inside the micro channel locally. As a result, particles are forced into trapping locations across the entire channel height. However, the height position close to the bottom differs between the screened and non-screened region. Regardless of the shape of the particles used in this study, particles are forced towards the bottom at the region with screening, while being levitated at regions without screening. This indicates clearly the influence of the electric field in close vicinity to the substrate surface. Furthermore, the unintuitive preferred orientation of prolate spheroids perpendicular to the pressure nodes of the sSAW recently reported, is confirmed in both region regardless of the presence of the electric field. Based on a three-dimensional numerical model, this orientation results not only due to the acoustic torque but is also caused by the dielectrophoretic torque, which complement each other. The experimental and numerical findings are in excellent agreement and provide deep insights into the underlying physical mechanisms responsible for patterning and orientation of the particles.

驻留表面声波(sSAW)是在片上实验室设备中精确操纵球形和非球形物体的灵活工具。在声学流体设备中操纵悬浮颗粒和细胞主要受声学散射和声学诱导流体流动所产生的声学力的支配,而表面声波本质上与不均匀电场有关。在使用 sSAW 的微流体中,人们较少探讨可极化粒子上的介电泳力和力矩的叠加效应。在本研究中,对声泳和介电泳的物理相互作用进行了深入分析,旨在弥补这一不足。在综合实验中,通过在微通道内局部屏蔽 sSAW 的电场,区分了介电泳对球形和非球形粒子行为的影响。因此,颗粒被迫进入整个通道高度的捕获位置。不过,屏蔽和非屏蔽区域靠近底部的高度位置有所不同。无论本研究中使用的颗粒形状如何,颗粒在有筛分区域都会被逼向底部,而在无筛分区域则会被悬浮起来。这清楚地表明了电场在基底表面附近的影响。此外,最近报道的垂直于超小型超声波压力节点的凸面球体的非直观优先取向在这两个区域都得到了证实,而与电场的存在无关。根据三维数值模型,这种取向不仅是声学力矩造成的,也是介电泳力矩造成的,两者相辅相成。实验结果和数值结果非常吻合,让我们深入了解了粒子图案化和定向的基本物理机制。
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引用次数: 0
Electrocoalescence of unequal-sized aqueous droplet pair in non-conductive medium 非导电介质中大小不等的水滴对的电凝聚
IF 2.3 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-09-09 DOI: 10.1007/s10404-024-02763-7
Seongsu Cho, Jinkee Lee

Electrocoalescence is a valuable phenomenon for merging droplets and is widely used in various applications such as the demulsification of crude oil, chemical or biological reaction using a small volume and so on. The ‘non-coalescence’ or ‘partial coalescence’ regimes, at which the droplet pair does not completely merge, appear under particular conditions, and researchers figured out these conditions using an equal-sized droplet pair. However, actual applications involve the merging of an unequal-sized droplet pair; the conditions for the non-coalescence or partial coalescence of unequal-sized droplet pair have not been clearly established. In this study, we evaluated the electrocoalescence behavior of a droplet pair with varying the droplet radius ratio, the initial distance between droplets, and the strength of electric fields, and found the conditions when non-coalescence and partial coalescence occur for unequal- and equal-sized droplet pairs. We discovered that unequal-sized droplet pair demonstrates non-coalescence and partial coalescence more frequently than equal-sized pair. Additionally, non-coalescence and partial coalescence occurred for lower strength of electric field as droplet size ratio and initial distance between droplets increased. Finally, we demonstrate that the unequal formation of the cone angle for unequal-sized droplet pair causes different electrocoalescence behaviors compared with equal-sized droplet pair. We anticipate that this study will contribute to the identification of an appropriate electric field range for diverse electrocoalescence applications.

电凝聚是一种宝贵的液滴合并现象,被广泛应用于原油破乳、使用小体积进行化学或生物反应等各种领域。在特定条件下会出现 "非凝聚 "或 "部分凝聚 "状态,即液滴对不会完全融合,研究人员利用等大小的液滴对找出了这些条件。然而,在实际应用中,需要合并大小不等的液滴对;而大小不等的液滴对不聚合或部分聚合的条件尚未明确确定。在这项研究中,我们评估了在改变液滴半径比、液滴间初始距离和电场强度时液滴对的电凝聚行为,并发现了不等大和等大液滴对发生不凝聚和部分凝聚的条件。我们发现,大小不等的液滴对比大小相等的液滴对更容易发生不凝聚和部分凝聚。此外,随着液滴尺寸比和液滴间初始距离的增加,在电场强度较低时也会出现不凝聚和部分凝聚现象。最后,我们证明了与等尺寸液滴对相比,不等尺寸液滴对形成的锥角不等会导致不同的电凝聚行为。我们预计这项研究将有助于为各种电凝聚应用确定合适的电场范围。
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引用次数: 0
Preparation of nitrocellulose microspheres based on low-cost high-throughput microfluidic technology 基于低成本高通量微流控技术制备硝化纤维微球
IF 2.3 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-08-27 DOI: 10.1007/s10404-024-02759-3
ChaoShan Hu, Kaixin Sun, Yajun Zhang

Nitrocellulose microspheres have garnered extensive use in propellants and launching agents due to their inherent safety, robust flowability, and high explosive power. However, conventional preparation methods for these microspheres are often hampered by complex processes, low safety factor and poor sphericity. This study explores an innovative approach to nitrocellulose microsphere fabrication utilizing microfluidic technology. We designed and assembled two high-throughput preparation devices—a coaxial and a centrifugal device—employing 3D printing technology. Our findings demonstrate an 18-fold increase in efficiency over traditional single-pass microfluidic techniques. Additionally, we examined the impact of these devices on the microspheres’ size distribution. The proposed device showcases significant advantages, including reduced cost, enhanced efficiency, and shorter production cycles, indicating promising potential for wide-scale application in nitrocellulose microsphere preparation.

硝化纤维微球因其固有的安全性、强流动性和高爆炸力,在推进剂和发射药中得到了广泛的应用。然而,这些微球的传统制备方法往往因工艺复杂、安全系数低和球形度差而受到阻碍。本研究探索了一种利用微流体技术制备硝化纤维微球的创新方法。我们设计并组装了两个高通量制备装置--一个同轴装置和一个离心装置--并采用了三维打印技术。我们的研究结果表明,与传统的单通道微流控技术相比,效率提高了 18 倍。此外,我们还研究了这些装置对微球粒度分布的影响。所提出的装置具有显著的优势,包括降低成本、提高效率和缩短生产周期,这表明它有望在硝酸纤维素微球制备领域得到广泛应用。
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引用次数: 0
Performance enhancement of hollow fiber membrane contactors for CO2 absorption using MEA-based functionalized nanofluids 利用基于 MEA 的功能化纳米流体提高中空纤维膜接触器吸收二氧化碳的性能
IF 2.3 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-08-23 DOI: 10.1007/s10404-024-02760-w
Miad Ahmari, Seyed Mojtaba Mirfendereski

The performance of hollow fiber membrane contactor for CO2 removal using MEA-based nanofluid was experimentally evaluated. Different types of nanoparticles, including Al2O3, Fe3O4, and functionalized MWCNT in this study. The influence of various operating conditions including gas and absorbent flow rates, absorbent concentration, and nanofluid characteristics on separation performance was thoroughly examined. The results showed that compared to conventional amine solvents, the nanofluid absorbents significantly enhance CO2 absorption performance. In comparison to the base fluid, the mass transfer coefficient was raised by 320, 120, and 40% for 0.15 wt% MWCNT, Al2O3 and Fe2O3, respectively. The MWCNT showed much more compliance with amine solvents due to its carboxyl functional groups and higher surface area which make it more stable in a strong polar mixture. The study underscores the importance of stability, viscosity, and shear stress of nanofluids as key parameters affecting CO2 absorption performance.

实验评估了利用基于 MEA 的纳米流体去除二氧化碳的中空纤维膜接触器的性能。本研究采用了不同类型的纳米颗粒,包括 Al2O3、Fe3O4 和功能化 MWCNT。研究深入考察了各种操作条件(包括气体和吸收剂流速、吸收剂浓度和纳米流体特性)对分离性能的影响。结果表明,与传统胺溶剂相比,纳米流体吸收剂能显著提高二氧化碳吸收性能。与基础流体相比,0.15 wt% 的 MWCNT、Al2O3 和 Fe2O3 的传质系数分别提高了 320%、120% 和 40%。由于 MWCNT 具有羧基官能团和较高的比表面积,使其在强极性混合物中更加稳定,因此在胺溶剂中表现出更高的顺应性。该研究强调了纳米流体的稳定性、粘度和剪切应力作为影响二氧化碳吸收性能的关键参数的重要性。
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引用次数: 0
Investigation of bubble formation dynamics of gas-non-Newtonian liquid two-phase flow in a flow-focusing generator 流聚焦发生器中气体-非牛顿液体两相流的气泡形成动力学研究
IF 2.3 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-08-16 DOI: 10.1007/s10404-024-02757-5
Gang Yang, Hui-Chen Zhang

In the present study, we explore the dynamics of bubble formation in a flow-focusing device designed for gas-non-Newtonian liquid two-phase flow. The flow-focusing device with a cross-section of a square (300 μm × 300 μm) is constructed on polydimethylsiloxane using lithographic techniques and subsequently sealed with polymethylmethacrylate. A high-speed camera is employed to document the process of bubble formation during the experiment, complemented by computational fluid dynamics methods for an in-depth analysis. The gas is nitrogen, and the liquid is sodium carboxymethyl cellulose solutions with mass fractions of 0.1, 0.2, and 0.3%, respectively. The inlet flow rates of gas and liquid are set at 1–2 ml/min in the simulation and the experiment, and the observed flow patterns are all slug flows. Experimental findings suggest that the duration of bubble formation can be bifurcated into two distinct parts. The first part is predominantly influenced by the velocity of the inlet gas, and the correlation coefficient between velocity and time is −0.56, while the second part is impacted by the shear-thinning properties of the liquid, which are correlated with the flow index and viscosity coefficient of the non-Newtonian liquids, and the correlation coefficients are −0.47 and 0.48, respectively. The computational fluid dynamics results of gas-non-Newtonian liquid two-phase flow with gas and liquid flow rates of 2 ml/min corroborate that the manifestation of the aforementioned time segmentation phenomenon primarily depends on the vortex intensity at the bubble’s head and the orientation of pressure gradients. When the bubble neck size approaches 0, the viscosity of the surrounding liquid decreases rapidly, and alterations in the velocity field near the bubble neck trigger fluctuations in the viscosity of the non-Newtonian liquid, thereby influencing the bubble formation process.

在本研究中,我们探讨了气泡在专为气体-非牛顿液体两相流设计的流动聚焦装置中的形成动力学。我们利用平版印刷技术在聚二甲基硅氧烷上制作了一个横截面为正方形(300 μm × 300 μm)的流动聚焦装置,随后用聚甲基丙烯酸甲酯进行了密封。在实验过程中,使用高速摄像机记录气泡的形成过程,并辅以计算流体动力学方法进行深入分析。气体为氮气,液体为羧甲基纤维素钠溶液,质量分数分别为 0.1%、0.2% 和 0.3%。在模拟和实验中,气体和液体的入口流速均设定为 1-2 ml/min,观察到的流动模式均为蛞蝓流。实验结果表明,气泡形成的持续时间可分为两个不同的部分。第一部分主要受入口气体速度的影响,速度与时间的相关系数为-0.56;第二部分受液体剪切稀化特性的影响,与非牛顿液体的流动指数和粘度系数相关,相关系数分别为-0.47 和 0.48。气体和液体流速为 2 ml/min 的气体-非牛顿液体两相流的计算流体动力学结果证实,上述时间分段现象的表现主要取决于气泡头部的涡流强度和压力梯度的方向。当气泡颈部尺寸接近 0 时,周围液体的粘度迅速降低,气泡颈部附近速度场的变化会引发非牛顿液体粘度的波动,从而影响气泡的形成过程。
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引用次数: 0
Measurements of diffusion coefficient and kinetic diameter of acetone vapor via molecular tagging 通过分子标记测量丙酮蒸气的扩散系数和动力学直径
IF 2.3 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-08-09 DOI: 10.1007/s10404-024-02754-8
Zongwei Zhang, Dominique Fratantonio, Christine Barrot Lattes, Marcos Rojas-Cardenas, Stéphane Colin

The Molecular Tagging (MT) technique is a promising methodology for locally measuring velocity and temperature fields in rarefied gas flows. Recently, Molecular Tagging Velocimetry (MTV) has been successfully applied to gas flows in mini-channels in the continuum regime at high pressure and early slip-flow regime at lower pressure. As the operating pressure decreases, diffusion effects become more pronounced, and in MTV, they hinder the extraction of the correct velocity profile by simply dividing the displacement profile of the tagged molecular line by time of flight. To address this issue, a reconstruction method that considers Taylor dispersion was previously developed to extract the velocity profile, considering the diffusion effects of the tracer molecules within the carrier gas. This reconstruction method successfully extracted the correct velocity profile in the continuum flow regime. However, the method still faces challenges in the slip-flow regime. Since there is currently no consensus in the literature regarding the kinetic diameter value of acetone vapor, the diffusion coefficient estimation is uncertain especially at low pressures. This is why, in this study, we propose an original optical method to measure the diffusion coefficient of acetone vapor. This is achieved by linking the temporal evolution of the spatial photoluminescence distribution of acetone vapor to the diffusion coefficient via the Chapman-Enskog theory. Our research provides measurements of these parameters for a wide range of pressures (0.5–10 kPa) at ambient temperature.

分子标记(MT)技术是局部测量稀薄气流中速度场和温度场的一种很有前途的方法。最近,分子标记测速仪(MTV)已成功应用于高压连续流和低压早期滑移流下的微型通道中的气体流动。随着工作压力的降低,扩散效应变得更加明显,在 MTV 中,它们阻碍了通过简单地将标记分子线的位移曲线除以飞行时间来提取正确的速度曲线。为了解决这个问题,之前开发了一种考虑泰勒色散的重构方法,以提取速度曲线,同时考虑示踪剂分子在载气中的扩散效应。这种重构方法成功地提取了连续流状态下的正确速度曲线。然而,该方法在滑移流动体系中仍面临挑战。由于目前文献中对丙酮蒸汽的动力学直径值还没有达成共识,因此扩散系数的估算并不确定,尤其是在低压条件下。因此,我们在本研究中提出了一种测量丙酮蒸汽扩散系数的原创光学方法。这是通过 Chapman-Enskog 理论将丙酮蒸气空间光致发光分布的时间演变与扩散系数联系起来实现的。我们的研究提供了在环境温度下对这些参数在广泛压力(0.5-10 千帕)范围内的测量结果。
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引用次数: 0
Machine learning-aided tailoring of double-emulsions within double-T microchannel 机器学习辅助在双 T 型微通道内定制双乳液
IF 2.3 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-08-07 DOI: 10.1007/s10404-024-02758-4
Saeed Ghasemzade Bariki, Salman Movahedirad, Mohadeseh Babaei layaei

The formation of double-emulsions or core/shell microdroplets in microchannels, essential for various chemical applications, traditionally relies on costly and time-consuming laboratory methods. In this regard, computational fluid dynamics (CFD) and artificial neural network (ANN) techniques were employed. The present study developed ANN models to predict the relationship between shell thickness and double-emulsion size in a double-T microchannel, using two datasets comprising 180 experimental and CFD data points. Assessing this relationship involved analyzing various input factors, including the Capillary, Weber (case A), and Reynolds numbers (case B) of the core, shell, and continuous phases. Among twelve training algorithms and four activation functions, the Levenberg–Marquardt (LM) algorithm with sigmoidal activation functions (Tansig and Logsig), in contrast to the linear activation functions (Poslin and Purelin), achieved the highest predictive accuracy. Additionally, the predictive accuracy of ANN models was found to be significantly improved when trained using a combination of capillary and Weber numbers, as opposed to models trained only using capillary, Weber, and Reynolds numbers. The optimal neural network architectures were [10 5] neurons for case A (tansig and logsig) and [8] neurons for case B (tansig), yielding coefficients of determination (R2) of 0.99 and 0.98, respectively. These models demonstrated high precision and effective generalization, evidenced by statistical measures such as R2, MSE, RMSE, AAD, %AARD, and computational time. Moreover, their ability to generalize within the training dataset further substantiates their predictive capacity.

微通道中双乳液或核/壳微滴的形成对各种化学应用至关重要,但传统上依赖于昂贵且耗时的实验室方法。在这方面,采用了计算流体动力学(CFD)和人工神经网络(ANN)技术。本研究利用由 180 个实验数据点和 CFD 数据点组成的两个数据集开发了 ANN 模型,用于预测双 T 微通道中的壳厚度和双乳液大小之间的关系。评估这种关系涉及分析各种输入因素,包括核心、外壳和连续相的毛细管数、韦伯数(情况 A)和雷诺数(情况 B)。在 12 种训练算法和 4 种激活函数中,与线性激活函数(Poslin 和 Purelin)相比,采用西格码激活函数(Tansig 和 Logsig)的 Levenberg-Marquardt 算法(LM)获得了最高的预测精度。此外,与仅使用毛细管数、韦伯数和雷诺数训练的模型相比,使用毛细管数和韦伯数组合训练的 ANN 模型的预测准确性显著提高。最佳的神经网络结构为:情况 A(tansig 和 logsig)为 [10 5] 个神经元,情况 B(tansig)为 [8] 个神经元,其决定系数 (R2) 分别为 0.99 和 0.98。从 R2、MSE、RMSE、AAD、%AARD 和计算时间等统计指标来看,这些模型表现出了高精度和有效的泛化能力。此外,这些模型在训练数据集中的泛化能力也进一步证实了它们的预测能力。
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Microfluidics and Nanofluidics
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