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Investigation on the characteristics of water transport in nanochannels under an electric field 电场作用下纳米通道中水输运特性的研究
IF 2.5 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2026-03-13 DOI: 10.1007/s10404-026-02885-0
Fuquan Song, Fei Gao, Yapu Zhang, Wenyang Shi

Fluid transport in nanochannels driven by an electric field is a promising approach for shale oil and gas extraction and membrane separation. However, the fundamental mechanism of this process under the combined conditions of nanoconfinement and geological formations is not fully understood. This study constructs an alumina nanochannel system with pore diameters ranging from 26.1 to 206.2 nm. Pressure-driven experiments (0.01–0.1 MPa) were conducted to compare the transport characteristics of deionized water and simulated formation water (2% KCl). During these experiments, electric fields were applied either parallel or perpendicular to the flow direction. The objective was to decouple the interconnected influences of nanoconfinement, ion effects, and the electric field. The results demonstrate that measured flow rates were lower than the values predicted by the classical Hagen-Poiseuille theory in all experimental scenarios. The effect of the electric field on flow was ion-dependent. For deionized water, the electric field did not alter the flow rate. In contrast, for the simulated formation water, a parallel electric field increased the flow rate by an average of 14.3%, and a perpendicular electric field increased it by an average of 5.5%. Through systematic experiments, this study reveals the combined effects of nanoscale confinement, electric field, and ionic environment on fluid transport. The multi-parameter control design allows for the differentiation of influences from various mechanisms that affect flow rate changes, providing a theoretical basis for understanding transport phenomena in nanochannels under complex conditions.

电场驱动的纳米通道流体输运是页岩油气开采和膜分离的一种很有前途的方法。然而,在纳米约束和地质条件共同作用下,这一过程的基本机制尚不完全清楚。本研究构建了孔径为26.1 ~ 206.2 nm的氧化铝纳米通道体系。通过压力驱动实验(0.01 ~ 0.1 MPa)比较去离子水和模拟地层水(2% KCl)的输运特性。在这些实验中,电场要么平行于流动方向,要么垂直于流动方向。目的是解耦纳米约束、离子效应和电场的相互影响。结果表明,在所有实验场景下,实测流量均低于经典hagan - poiseuille理论预测值。电场对流动的影响是离子依赖的。对于去离子水,电场不会改变其流速。相比之下,对于模拟地层水,平行电场平均增加了14.3%的流速,垂直电场平均增加了5.5%。本研究通过系统实验揭示了纳米尺度约束、电场和离子环境对流体输运的综合影响。多参数控制设计允许区分影响流量变化的各种机制的影响,为理解复杂条件下纳米通道中的输运现象提供理论基础。
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引用次数: 0
Electrothermal coupling and joule heating effects in metachronal cilia-driven peristaltic electroosmotic flow of ionic liquids in microfluidic system 微流体系统中离子液体超时向纤毛驱动的蠕动电渗透流动中的电热耦合和焦耳热效应
IF 2.5 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2026-03-10 DOI: 10.1007/s10404-026-02878-z
S. Ravikumar

The present research provides a detailed theoretical and analytical exploration of electrothermal interactions and Joule heating phenomena in metachronal cilia-induced peristaltic electroosmotic transport of ionic liquids through microchannels. The main focus lies in examining how the combined influence of an external magnetic field, dynamic ciliary movement, electroosmotic flow, and internal heat generation governs microscale fluid dynamics in biomimetic microfluidic environments. The complex nonlinear equations governing momentum, energy, and electric potential are reformulated into nondimensional form under the assumptions of long wavelength and negligible inertia. Closed-form analytical expressions are derived using boundary conditions that incorporate ciliary wave motion, electric double-layer structure, and validated electroosmotic slip relationships grounded in the Poisson–Boltzmann and Nernst–Planck formulations. The multiphysical coupling demonstrates that stronger magnetic fields markedly decelerate the fluid owing to Lorentz-force-induced resistance, whereas Hall current contributions enhance motion by counteracting magnetic drag. Intensified electroosmotic strength magnifies double-layer interactions adjacent to the walls, thus improving fluid conveyance. Flow modulation through porous channel layers is dictated by the Darcy parameter - larger values diminish hydrodynamic opposition and promote throughput. Ciliary dimensions and eccentricity significantly determine propulsion efficiency and drag response. Thermal contributions from Joule heating and radiative transfer enlarge thermal boundary regions and alter viscosity distribution, thereby influencing the overall stability and flow rate. Comparison with benchmark numerical findings validates the analytical framework and confirms its computational reliability. This integrative multiphysics model deepens the understanding of cilia-driven electroosmotic mechanisms and offers valuable design guidelines for microchannel systems utilizing ionic liquids, relevant to biomedical, energy, and microchemical technologies requiring controlled electrothermal pumping at the microscale.

本研究对离子液体在微通道中超时纤毛诱导的蠕动电渗透传输中的电热相互作用和焦耳加热现象进行了详细的理论和分析探索。主要重点在于研究外部磁场、动态纤毛运动、电渗透流动和内部热产生的综合影响如何在仿生微流体环境中控制微尺度流体动力学。在长波长和可忽略惯性的假设下,将控制动量、能量和电势的复杂非线性方程重新表述为无量纲形式。利用边界条件推导出封闭形式的解析表达式,这些边界条件包括纤毛波运动、电双层结构和基于泊松-玻尔兹曼和能斯特-普朗克公式的有效电渗透滑移关系。多物理耦合表明,由于洛伦兹力引起的阻力,强磁场显著减速流体,而霍尔电流的贡献通过抵消磁阻力来增强运动。增强的电渗透强度放大了靠近壁面的双层相互作用,从而改善了流体的输送。通过多孔通道层的流量调制由达西参数决定-较大的值减少水动力阻力并提高吞吐量。纤毛尺寸和偏心显著决定推进效率和阻力响应。焦耳加热和辐射传递的热贡献扩大了热边界区域,改变了粘度分布,从而影响了整体稳定性和流速。通过与基准数值结果的比较,验证了分析框架的可靠性。这种综合的多物理场模型加深了对纤毛驱动的电渗透机制的理解,并为利用离子液体的微通道系统提供了有价值的设计指南,这些系统与生物医学、能源和微化学技术相关,需要在微尺度上控制电热泵。
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引用次数: 0
Finger-actuated microfluidic chip for chlorine and copper ion detection in water 指控微流控芯片用于水中氯和铜离子的检测
IF 2.5 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2026-03-10 DOI: 10.1007/s10404-026-02887-y
Ming-Zhang Jiang, Yu-Si Wang, Ju-Nan Kuo

Ensuring a safe and clean water supply is essential for public health and environmental sustainability. The presence of contaminants, such as residual chlorine and copper ions, can pose significant health risks. Thus, developing rapid and reliable water quality monitoring techniques is essential. Conventional laboratory-based methods are highly accurate but depend on expensive instrumentation and trained personnel, making them unsuitable for on-site applications. To address this problem, this study presents a finger-actuated microfluidic chip integrated with a smartphone-based colorimetric analysis system for the rapid on-site detection of residual chlorine and copper ions in water. The PDMS/glass hybrid device is fully power-independent and utilizes only manual finger pressure to propel the samples and reagents through the microchannel network. The device incorporates a square-wave microchannel design to enhance passive fluid mixing within the confined microscale environment. The simulation and experimental results demonstrate an excellent agreement, with mixing efficiencies of 98.5% and 95.5%, respectively. For quantitative detection, a 3D-printed cassette is combined with a custom-developed smartphone application to capture and process RGB color data in real-time. The calibration curves constructed using residual chlorine (0.6–6 ppm) and copper ion (0.25–2 ppm) control samples exhibit excellent linearity, with coefficients of determination (R²) of 0.9902 and 0.9867, respectively. Moreover, verification trials performed using real environmental water samples reveal relative errors lower than 10.0% for residual chlorine and 9.6% for copper ions, confirming both the reliability and practical applicability of the proposed system. Overall, the portable, power-free microfluidic platform provides a cost-efficient and user-friendly tool for decentralized water quality monitoring, offering a practical solution for enhancing public health protection in regions lacking access to conventional laboratory infrastructure.

确保安全和清洁的供水对公共健康和环境的可持续性至关重要。残留氯和铜离子等污染物的存在会对健康构成重大威胁。因此,开发快速可靠的水质监测技术至关重要。传统的基于实验室的方法非常准确,但依赖于昂贵的仪器和训练有素的人员,使其不适合现场应用。为了解决这一问题,本研究提出了一种集成智能手机比色分析系统的手指驱动微流控芯片,用于快速现场检测水中的余氯和铜离子。PDMS/玻璃混合装置完全不依赖于电源,仅利用手动手指压力推动样品和试剂通过微通道网络。该装置采用方波微通道设计,以增强在受限微尺度环境中的被动流体混合。仿真结果与实验结果吻合良好,混合效率分别为98.5%和95.5%。对于定量检测,3d打印卡带与定制开发的智能手机应用程序相结合,可以实时捕获和处理RGB颜色数据。以余氯(0.6 ~ 6 ppm)和铜离子(0.25 ~ 2 ppm)为对照样品建立的校准曲线线性良好,决定系数(R²)分别为0.9902和0.9867。此外,使用真实环境水样进行的验证试验表明,余氯的相对误差低于10.0%,铜离子的相对误差低于9.6%,证实了所提出系统的可靠性和实用性。总体而言,便携式无电源微流体平台为分散水质监测提供了一种经济高效且用户友好的工具,为缺乏传统实验室基础设施的地区加强公共卫生保护提供了实用的解决方案。
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引用次数: 0
Portable gradient colorimetry platform for rapid and accurate nitrite detection 便携式亚硝酸盐快速准确检测梯度比色仪平台
IF 2.5 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2026-03-06 DOI: 10.1007/s10404-026-02881-4
Longqian Zhang, Fang Wang, Yuan Gao, Zhenrong Xu, Jie Shu, Junke Wang, Li Zhang

This study presents a portable and accurate nitrite detection system that integrates a differential gradient analysis with smartphone-assisted microfluidic colorimetry to improve detection efficiency and precision. A bidirectional concentration gradient was established via diffusion within a PDMS-based microfluidic chip, significantly reducing the dependency on standard calibration and shortening the total detection time to within 15 minutes. Sample images were captured using a smartphone camera, and nitrite concentrations were quantified through RGB color analysis using a custom-developed mobile application. The implementation of the differential colorimetric method significantly improved detection accuracy, particularly at low concentrations, reducing the measurement error from 9.12% (conventional methods) to 1.93%. The platform demonstrates compatibility with various smartphone models, thereby eliminating the need for bulky instrumentation or specialized training. These features collectively enhance its potential for rapid point-of-care testing. Overall, the proposed method offers a cost-effective and efficient solution for quantifying colorimetric-responsive analytes in resource-limited settings. The successful integration of microfluidic technology with smartphone-based analysis not only advances nitrite detection performance but also opens new avenues for detecting other analytes, underscoring its broad applicability in field applications.

本研究提出了一种便携式、精确的亚硝酸盐检测系统,该系统将差分梯度分析与智能手机辅助的微流体比色法相结合,提高了检测效率和精度。通过扩散在基于pdm的微流控芯片内建立双向浓度梯度,显著降低了对标准校准的依赖,并将总检测时间缩短至15分钟以内。使用智能手机相机拍摄样本图像,并使用定制开发的移动应用程序通过RGB颜色分析定量亚硝酸盐浓度。差示比色法的实施显著提高了检测精度,特别是在低浓度下,将测量误差从传统方法的9.12%降低到1.93%。该平台展示了与各种智能手机型号的兼容性,从而消除了对笨重仪器或专门培训的需要。这些特性共同增强了其快速即时检测的潜力。总的来说,所提出的方法为资源有限的环境下定量比色反应分析物提供了一种经济有效的解决方案。微流控技术与基于智能手机的分析的成功集成不仅提高了亚硝酸盐的检测性能,而且为检测其他分析物开辟了新的途径,强调了其在现场应用中的广泛适用性。
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引用次数: 0
Role of electrothermal flow in electrokinetic particle trapping using nanofibers 电热流在纳米纤维电动力学粒子捕获中的作用
IF 2.5 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2026-03-06 DOI: 10.1007/s10404-026-02886-z
Tonoy K. Mondal, Stuart J. Williams

The integration of electrothermal (ET) flow with dielectrophoresis (DEP) presents a promising solution to overcome throughput limitations and extend the effective working range in microfluidic particle trapping, particularly when using nanofibers or similar sub micrometer electrode structures. This study examines the role of ET flow in enhancing DEP-based particle capture across various fiber diameters, Clausius-Mossotti factors, and medium conductivities through numerical investigations. A two-fiber model was used to analyze the electric, thermal, and flow fields, while particle trajectories were evaluated to quantify trapping efficiency. The results show that while smaller fibers produce higher electric field gradients, larger fibers yield greater trapping efficiency due to their increased capture area and longer particle residence time. Importantly, ET flow significantly improves trapping performance for submicron fibers by expanding the effective trapping region and directing particles into high electric field zones where they can be captured by DEP. This enhancement is most pronounced at moderate voltages (7.5–15 V), as the ET flow varies with the fourth power of the voltage and plays a dominant role in particle motion under weak DEP conditions. Furthermore, high-conductivity environments benefit greatly from ET-induced recirculation, enabling efficient trapping in scenarios where traditional DEP methods are less effective. These findings provide crucial insights for the design of scalable, high-throughput DEP systems that incorporate nanostructured electrodes and electrohydrodynamic enhancement.

电热(ET)流与介电电泳(DEP)的集成为克服通量限制和扩大微流控颗粒捕获的有效工作范围提供了一个有前途的解决方案,特别是当使用纳米纤维或类似的亚微米电极结构时。本研究通过数值研究考察了ET流在不同纤维直径、克劳修斯-莫索蒂因子和介质电导率中增强基于depi的颗粒捕获中的作用。双纤维模型用于分析电场、热场和流场,同时评估粒子轨迹以量化捕获效率。结果表明,较小的纤维产生更高的电场梯度,而较大的纤维由于其更大的捕获面积和更长的颗粒停留时间而产生更高的捕获效率。重要的是,通过扩大有效捕获区域并将粒子引导到可以被DEP捕获的高电场区,ET流显著提高了亚微米纤维的捕获性能。这种增强在中等电压(7.5-15 V)时最为明显,因为ET流随电压的四次方而变化,在弱DEP条件下对粒子运动起主导作用。此外,高导电性环境从et诱导的再循环中受益匪浅,在传统DEP方法效果较差的情况下实现了高效捕集。这些发现为设计可扩展的高通量DEP系统提供了重要的见解,该系统包含纳米结构电极和电流体动力学增强。
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引用次数: 0
A packed-bed immobilized enzyme microreactor with high-efficiency enzyme assay for rapid detection of nerve agent exposure 带高效酶分析的填充床固定化酶微反应器用于神经毒剂暴露快速检测
IF 2.5 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2026-02-27 DOI: 10.1007/s10404-026-02884-1
Chang Liu, Jiatian Kong, Xuelin Zhang, Yulong Liu, Jianfeng Wu, Li Tian

Organophosphorus nerve agents (OPNAs) can react with the tyrosine-411 residue of human serum albumin (HSA) in blood, producing phosphylated tyrosine adducts that can be used as long-lived biomarkers of nerve agent exposure. These adducts can be analyzed by liquid chromatography coupled to tandem mass-spectrometry (LC-MS/MS) after an enzymatic digestion step. The objective of this study was to develop an immobilized enzyme reactors (IMER) platform, in order to obtain a faster digestion of HSA than the conventional in-solution digestion (6–24 h). This study developed a packed-bed IMER platform based on γ‑Fe₂O₃ magnetic microbeads. The platform was first evaluated using α‑chymotrypsin (ChT) as a model enzyme. The resulting ChT@γ‑Fe₂O₃‑IMER showed enhanced catalytic activity and substrate affinity (Km = 0.25 mM) compared to the free enzyme (Km = 1.49 mM), along with good operational stability and repeatability. To demonstrate its specific practical utility in detection of nerve agent exposure, a pronase‑based IMER (Pronase@γ‑Fe₂O₃‑IMER) was fabricated for hydrolyzing phosphorylated albumin in exposed plasma. Multiple nerve agent adducts were successfully released from phosphorylated albumin within 1 h, which is six times faster than conventional solution digestion time. All the results show that the developed IMER platform offers a feasible method for rapid diagnostic analysis of protein biomarkers.

Graphical Abstract

有机磷神经毒剂(OPNAs)可与血液中人血清白蛋白(HSA)的酪氨酸-411残留物发生反应,产生磷酸化酪氨酸加合物,可作为神经毒剂暴露的长期生物标志物。这些加合物可以在酶消化步骤后通过液相色谱-串联质谱(LC-MS/MS)进行分析。本研究的目的是开发一种固定化酶反应器(IMER)平台,以获得比传统的溶液内消化(6-24 h)更快的HSA消化。该研究开发了一种基于γ - Fe₂O₃磁微珠的填充床IMER平台。该平台首先使用α‑凝乳胰蛋白酶(ChT)作为模型酶进行评估。所得ChT@γ‑Fe₂O₃‑IMER与游离酶(Km = 1.49 mM)相比,具有更高的催化活性和底物亲和力(Km = 0.25 mM),具有良好的操作稳定性和可重复性。为了证明其在检测神经毒剂暴露方面的具体实用价值,制备了一种基于pronase的IMER (pronase @γ‑Fe₂O₃‑IMER),用于水解暴露血浆中的磷酸化白蛋白。磷酸化白蛋白在1小时内成功释放出多种神经毒剂加合物,比传统溶液消化时间快6倍。结果表明,所开发的IMER平台为蛋白质生物标志物的快速诊断分析提供了一种可行的方法。图形抽象
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引用次数: 0
Screen-printed biodegradable paper microtiter plate for multifunctional analysis of colorimetric assays 丝网印刷可生物降解纸微滴板,用于多功能比色分析
IF 2.5 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2026-02-27 DOI: 10.1007/s10404-026-02882-3
Diksha Maheswari, Madhurima Borah, Ankur Dip Boruah, Jyoti Lakshmi Hati Boruah, Dipankar Neog, Manash R Das, Hemant Sankar Dutta

The fabrication process described herein offers a straightforward and cost-effective alternative to traditional methods, thereby eliminating the need for complex instrumentation. This approach addresses the increasing demand for environmentally sustainable laboratory solutions by employing biodegradable materials to fabricate paper-based analytical devices. This study presents a straightforward, instrument-free screen-printing technique for fabricating biodegradable paper-based microtiter plates. The devices are constructed from a patterned cellulose substrate coated with a hydrophobic polycaprolactone (PCL) polymer. This coating is precisely configured to define discrete hydrophilic wells, establish lateral hydrophobic barriers, and form a continuous hydrophobic backing layer, thereby achieving effective spatial isolation of the hydrophilic regions. Clear and well-defined interfaces were observed between hydrophilic and hydrophobic zones. The method demonstrated a minimum channel width of 513 ± 16 μm for delivering aqueous samples. The process has high reliability in fabrication, with a strong linear correlation (R2 = 0.99) observed between the set and actual widths. The fabricated paper microtiter plates were evaluated through colorimetric assays for Bovine Serum Albumin, glucose, and phosphate, utilizing a standard microplate reader and a flatbed scanner. The results exhibited a strong correlation (R² = 0.98) between the two measurement platforms and demonstrated good agreement with absorbance values obtained using commercial well plates. These findings underscore the effectiveness of the proposed method for fabricating paper microtiter plates, which offer a cost-effective and disposable alternative to conventional well plates, offering comparable analytical performances.

本文所描述的制造工艺提供了一种简单而经济的替代传统方法,从而消除了对复杂仪器的需要。这种方法通过使用可生物降解材料来制造纸质分析设备,解决了对环境可持续实验室解决方案日益增长的需求。本研究提出了一种直接的,无仪器的丝网印刷技术,用于制造可生物降解的纸基微量滴定板。该装置由涂有疏水性聚己内酯(PCL)聚合物的图案化纤维素基板构成。该涂层被精确配置以定义离散的亲水井,建立横向疏水屏障,并形成连续的疏水背衬层,从而实现亲水区域的有效空间隔离。在亲疏水区之间观察到清晰而明确的界面。该方法的最小通道宽度为513±16 μm,可用于输送水样。该工艺在制造中具有很高的可靠性,在设置宽度和实际宽度之间观察到很强的线性相关性(R2 = 0.99)。通过比色法测定牛血清白蛋白、葡萄糖和磷酸盐,利用标准微孔板阅读器和平板扫描仪对制备的纸质微孔板进行评估。结果显示两个测量平台之间具有很强的相关性(R²= 0.98),并且与使用商业井板获得的吸光度值吻合良好。这些发现强调了所提出的制造纸质微量滴定板的方法的有效性,它提供了一种具有成本效益和一次性的替代传统孔板,提供类似的分析性能。
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引用次数: 0
Efficient lithium extraction from oilfield produced water using a 3D-printed microfluidic device 使用3d打印微流体装置从油田采出水中高效提取锂
IF 2.5 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2026-02-25 DOI: 10.1007/s10404-026-02879-y
Saeed Bahadorikhalili, Yun Zhu, Hadi Nasrabadi

The increasing global demand for lithium, driven by the rapid expansion of electric vehicles and renewable energy storage technologies, necessitates the development of sustainable and efficient extraction methods beyond conventional mining and brine evaporation. Produced water (PW), a high-salinity byproduct of oil and gas operations, has emerged as a promising yet underutilized secondary source of lithium. In this study, we present a novel microfluidic extraction platform based on a 3D-printed Y-shaped slug flow reactor for selective lithium recovery from synthetic and real PW samples. The device was fabricated using stereolithography (SLA) 3D printing and polydimethylsiloxane (PDMS) casting, enabling precise control over channel geometry and fluid behavior. Bis(2,4,4-trimethylpentyl) phosphinic acid dissolved in decane with 2% hexanol was employed as the organic extractant phase. Optimization studies revealed that lithium extraction efficiency peaked at pH 6.0, with a maximum recovery of 89% from synthetic solutions. The platform also demonstrated effective performance across varying lithium concentrations, with measurable recovery observed even at 20 mg/L. When applied to real PW samples containing 136 mg/L lithium and high concentrations of competing ions, the system achieved 36% recovery, which increased to 75.7% following selective removal of divalent cations. The microfluidic system outperformed traditional methods in terms of selectivity, reagent economy, and operational speed, while offering a scalable and environmentally friendly alternative for lithium recovery. This work establishes a foundation for the integration of microfluidic extraction with pre-treatment strategies, highlighting its potential for deployment in critical mineral recovery from industrial waste streams.

在电动汽车和可再生能源存储技术快速发展的推动下,全球对锂的需求不断增加,这就需要开发超越传统采矿和盐水蒸发的可持续、高效的提取方法。采出水(PW)是油气作业的高盐度副产品,已成为一种很有前途但未得到充分利用的锂二次来源。在这项研究中,我们提出了一种基于3d打印y型段塞流反应器的新型微流体萃取平台,用于从合成和真实PW样品中选择性回收锂。该装置采用立体光刻(SLA) 3D打印和聚二甲基硅氧烷(PDMS)铸造制造,可以精确控制通道几何形状和流体行为。采用二(2,4,4-三甲基戊基)膦酸与2%己醇溶解于癸烷中作为有机萃取物相。优化研究表明,锂提取效率在pH为6.0时达到峰值,从合成溶液中最大回收率为89%。该平台在不同的锂浓度下也表现出了有效的性能,即使在20mg /L的锂浓度下也能观察到可测量的回收率。当应用于含有136 mg/L锂和高浓度竞争离子的真实PW样品时,该系统的回收率达到36%,在选择性去除二价阳离子后,回收率提高到75.7%。该微流体系统在选择性、试剂经济性和操作速度方面优于传统方法,同时为锂回收提供了可扩展且环保的替代方案。这项工作为微流控萃取与预处理策略的整合奠定了基础,突出了其在工业废物流中关键矿物回收中的应用潜力。
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引用次数: 0
Deep learning-driven correction of motion-induced artifacts in microfluidic on-chip fluorescence microscopy for robust cell classification 基于深度学习的微流控片上荧光显微镜运动伪影校正,用于稳健的细胞分类
IF 2.5 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2026-02-24 DOI: 10.1007/s10404-026-02880-5
K. Santhi, GV. Shrichandran, K. Indhumathi, Gayathry S. Warrier, S. Sudha, A. Rajaram

Fluorescence microscopy combined with microfluidic platforms allows for the analysis of single cells and the whole biomedical process to be done at high speed, however, it is often a very delicate method that can be heavily affected by motion-induced distortions during the high-speed flow. These artifacts, such as motion blur, misalignment, and shape deformation significantly lower automatical accuracy of the cell classification. The suggested research suggests that on-chip fluorescence microscopy employs an AI-based framework of distortion correction using Vision Transformers (ViT) and Generative Adversarial Networks (GAN) to remove motion artifacts in real-time. The combination of the GAN-ViT architecture does not only manage to reconstruct image quality but also to preserve fine cellular features when flowing system rates increase to 200 4 L/min, which provide PSNR = 38.6 dB and SSIM = 0.98. When the system was used in both synthetic and experimental microfluidic data, it was able to reach a classification accuracy of 99.9, thereby indicating consistency in the system despite varying flow rates. The speed of the framework is 950 frames per second (fps), almost equal to the 1000-fps smartphone camera acquisition rate, thereby, demonstrating its suitability to the real-time, high-throughput imaging. As opposed to the past CNN or transformer techniques, a hybrid GAN-ViT architecture offered by the authors of this study directly implements in the imaging pipeline, thus enabling the simultaneous motion correction and diagnostic classification to occur immediately. The study results highlight the fact that AI-based distortion correction not only increases the accuracy of the diagnosis, but also personnel and laboratory response in microfluidic fluorescence microscopy.

荧光显微镜结合微流控平台允许在高速下对单细胞和整个生物医学过程进行分析,然而,它通常是一种非常精细的方法,在高速流动期间可能受到运动引起的扭曲的严重影响。这些伪影(例如运动模糊、不对齐和形状变形)显著降低了单元格分类的自动精度。所建议的研究表明,片上荧光显微镜采用基于人工智能的畸变校正框架,使用视觉变压器(ViT)和生成对抗网络(GAN)实时去除运动伪影。GAN-ViT架构的组合不仅能够重建图像质量,而且当流动系统速率增加到2004 L/min时,提供PSNR = 38.6 dB和SSIM = 0.98时,还能保持良好的细胞特征。该系统在合成微流控数据和实验微流控数据中均能达到99.9的分类准确率,表明系统在不同流量下具有一致性。该框架的速度为950帧/秒(fps),几乎等于1000帧/秒的智能手机相机采集速率,从而证明了它适合于实时,高通量成像。与过去的CNN或变压器技术不同,本研究作者提供的混合GAN-ViT架构直接在成像管道中实现,从而可以立即同时进行运动校正和诊断分类。研究结果表明,基于人工智能的畸变校正不仅提高了诊断的准确性,而且提高了微流控荧光显微镜的人员和实验室响应。
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引用次数: 0
Experimental investigation of CO2 laser fabrication of microchannels on aluminium-coated polymethyl methacrylate (PMMA) using response surface methodology 响应面法研究CO2激光制备铝包覆聚甲基丙烯酸甲酯(PMMA)微通道的实验研究
IF 2.5 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2026-02-24 DOI: 10.1007/s10404-026-02877-0
Job Lazarus Okello, Ahmed M. R. Fath El-Bab, Masahiko Yoshino, Hassan A. El-Hofy

The growth of microfluidics has greatly increased the demand for microfluidic products. CO2 lasers are being extensively employed to manufacture microfluidic devices using PMMA because of the flexibility, versatility, and cost-effectiveness involved. However, defining the relationships among the input parameters and responses, and getting the optimum results are challenging. Techniques of design of experiments like the Taguchi method, response surface methodology (RSM), and 2-level factorial design help to achieve optimum results. In this work, RSM based on the central composite design was employed to investigate the effect of the laser power (1.5, 3.0, and 4.5 W), scanning speed (10, 15, and 20 mm/s), and pulse rate (800, 900 and 1000 pulses per inch) on the microchannel depth, width, aspect ratio, and heat-affected zone (HAZ), during CO2 laser fabrication of microchannels on PMMA substrates coated with a 500 nm layer of 99.95% pure aluminium. A total of 54 experiments were conducted, full quadratic models were developed, and multi-objective optimization was done. The optimization results were validated experimentally, and a repeatability test was performed using the optimum conditions. Using analysis of variance (ANOVA), the models were tested at a 95% confidence interval, and the significance of the parameters was determined. The laser power is the most significant factor followed by the scanning speed and pulse rate. The models are adequate with small absolute prediction errors of 2.21%, 1.54%, 2.53%, and 2.87% for the microchannel width, depth, aspect ratio, and HAZ respectively. For every response, the repeatability result is high with a small standard deviation of 1.809, 1.358, 0.022, and 1.949 of the microchannel width, depth, aspect ratio, and HAZ respectively. The models can be used by manufacturing engineers to efficiently predict the microchannel characteristics.

微流控的发展大大增加了对微流控产品的需求。由于其灵活性、通用性和成本效益,CO2激光器被广泛用于制造使用PMMA的微流体装置。然而,如何定义输入参数与响应之间的关系,并获得最优结果是一个挑战。实验设计技术如田口法、响应面法(RSM)和两水平析因设计有助于达到最佳结果。在这项工作中,基于中心复合设计的RSM研究了激光功率(1.5,3.0和4.5 W),扫描速度(10,15和20 mm/s)和脉冲速率(800,900和1000脉冲/英寸)对微通道深度,宽度,长宽比和热影响区(HAZ)的影响,在涂覆500 nm的99.95%纯铝的PMMA基板上CO2激光制备微通道。共进行了54次实验,建立了全二次模型,并进行了多目标优化。实验验证了优化结果,并在优化条件下进行了重复性测试。采用方差分析(ANOVA)对模型进行95%置信区间的检验,并确定参数的显著性。激光功率是最重要的影响因素,其次是扫描速度和脉冲速率。模型对微通道宽度、深度、纵横比和HAZ的绝对预测误差分别为2.21%、1.54%、2.53%和2.87%。对于每个响应,结果重复性高,微通道宽度、深度、纵横比和热影响区标准差分别为1.809、1.358、0.022和1.949。该模型可用于制造工程师有效地预测微通道特性。
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引用次数: 0
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Microfluidics and Nanofluidics
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