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Design and simulation of a hybrid deterministic lateral displacement and dielectrophoretic micro-device for bacterial separation from blood cells 用于血液细胞细菌分离的混合确定性横向位移和介电泳微装置的设计和模拟
IF 2.5 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2025-07-16 DOI: 10.1007/s10404-025-02831-6
Fahimeh Ghaedamini, Mohsen Rabbani

Bacterial infections are a leading cause of mortality globally, and the timeliness of diagnosis is crucial for effective treatment. Traditional diagnostic methods, reliant on bacterial cultures, are often slow, leading to delays in treatment and increased mortality rates. To address delayed treatments, the study proposes a hybrid microfluidic device that employs deterministic lateral displacement (DLD) and dielectrophoresis (DEP) for rapid and continuous bacterial separation from blood cells. The research utilized COMSOL Multiphysics 5.6 to design and simulate the device, focusing on the optimization of various parameters such as pillar geometry, electrode geometry, fluid velocity, voltage, and DEP frequency. In order to calculate the separation efficiency, 120 particles along with the fluid were entered into the primary initial and the optimized hybrid device. The initial simulations yielded a separation efficiency of approximately 72% for bacteria and red blood cells (RBCs), and 100% for white blood cells (WBCs). After iterative optimization of the device’s design, including changes to the pillar geometries and electrode geometries and numbers, the separation efficiency for bacteria and RBCs was enhanced to 95%, while the efficiency for WBCs remained at 100%. These findings demonstrate the high efficiency of the designed microfluidic device in separating particles, indicating its potential to significantly reduce the time required for the detection of bacterial infections compared to conventional methods. The study presents a model of a microfluidic device that not only accelerates the diagnosis process but also maintains high separation efficiency, making it a promising tool for rapid point-of-care diagnostics.

细菌感染是全球死亡的主要原因,诊断的及时性对于有效治疗至关重要。依靠细菌培养的传统诊断方法往往很慢,导致治疗延误和死亡率增加。为了解决延迟治疗问题,该研究提出了一种混合微流体装置,该装置采用确定性横向位移(DLD)和介质电泳(DEP),用于快速连续地从血细胞中分离细菌。本研究利用COMSOL Multiphysics 5.6对器件进行设计和仿真,重点优化柱形几何、电极几何、流体速度、电压、DEP频率等参数。为了计算分离效率,将120个颗粒随流体进入初级初始和优化后的混合装置。最初的模拟结果显示,细菌和红细胞(红细胞)的分离效率约为72%,白细胞(白细胞)的分离效率为100%。经过反复优化装置设计,包括改变柱的几何形状和电极的几何形状和数量,细菌和红细胞的分离效率提高到95%,而白细胞的分离效率保持在100%。这些发现证明了所设计的微流控装置在分离颗粒方面的高效率,表明与传统方法相比,它有可能显著减少检测细菌感染所需的时间。该研究提出了一种微流控装置模型,该模型不仅加快了诊断过程,而且保持了高分离效率,使其成为快速即时诊断的有前途的工具。
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引用次数: 0
Acoustic manipulations of droplets with high-speed automatic route planning and navigation 具有高速自动路线规划和导航的液滴声学操纵
IF 2.5 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2025-07-11 DOI: 10.1007/s10404-025-02830-7
Shuchang Liu, Luyao Li, Shuying Wang, Bohan Liang, Hao Zhang, Weiwei Cui

The development of digital microfluidics has inspired significant advancements in diverse applications such as virus detection, molecular hybridization, and chemical reactions. The capabilities of digital microfluidics, taking Electrowetting-on-Dielectric (EWOD) for example, are precise handling and detecting targets based on the fundamental manipulations such as transportation, merging, mixing, and splitting of droplets. However, digital microfluidic systems suffer from complex electrode layouts, poor dynamic performance, and low-efficiency droplet manipulation. To address these limitations, we present a digital microfluidic system with enhanced dynamic properties using unidirectional emission surface acoustic waves. Surface acoustic wave device with resonance frequency of 300 MHz has been carefully designed with an acoustic reflector next to one end driving path from the other end, which is demonstrated as long as 600 times the wavelength for droplet transportation. By arranging the SAW array, the system enables precise and high-speed droplet transportation within a large programmed area. A smart platform is developed to automatically program and control droplets with preplanned routes. The SAW droplet manipulation system has shown excellent performance in high speed, ultra-long pathways, and automatic navigation, greatly promoting the acoustic manipulation advancements for biomedical research and chemical engineering.

数字微流控技术的发展在病毒检测、分子杂交和化学反应等多种应用领域取得了重大进展。以电介质电润湿(EWOD)为例,数字微流体的能力是基于液滴的传输、合并、混合和分裂等基本操作来精确处理和检测目标。然而,数字微流体系统存在电极布局复杂、动态性能差、液滴操作效率低等问题。为了解决这些限制,我们提出了一个数字微流体系统,具有增强的动态特性,使用单向发射表面声波。精心设计了共振频率为300 MHz的表面声波装置,其一端靠近声反射器,从另一端驱动路径,证明其长度为液滴输送波长的600倍。通过排列SAW阵列,系统可以在一个大的编程区域内实现精确和高速的液滴输送。开发了一个智能平台,可以根据预先规划的路线自动编程和控制液滴。SAW液滴操纵系统在高速、超长路径和自动导航方面表现出优异的性能,极大地促进了生物医学研究和化学工程的声学操纵进展。
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引用次数: 0
Using dimensionless numbers to understand interfacial mass transfer for parallel flow in a microchannel 用无量纲数来理解微通道中平行流动的界面传质。
IF 2.5 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2025-07-09 DOI: 10.1007/s10404-025-02828-1
Anand Sudha, Martin Rohde

Liquid-liquid Extraction has emerged as a major technique for radioisotope extraction in recent years. This technique is particularly advantageous in the microscale as the surface-volume ratio is much larger. Since some of these radioisotopes have short half-lives, parallel flow in the microscale is used to extract them as it eliminates the need for separating the two fluids. Though such a configuration has been experimentally studied, dimensionless numbers have not been employed to understand the mass transfer mechanisms. This study uses three dimensionless numbers—the Biot, Peclet and Damkohler numbers—to delve deeper into mass transfer with a chemical reaction at the interface. Mass transfer simulations are performed using a Finite Difference model to solve the 2D Convection-Diffusion Equation with a first-order reaction at the interface, and these numbers are varied. The Damkohler number was observed to have the maximal impact on the extraction efficiency, and this was confirmed to be the case when the extraction efficiency didn’t change much as long as the Damkohler number was kept constant. In general, a higher Damkohler number results in a higher extraction efficiency and a correlation was proposed to quantify this influence.

液-液萃取法是近年来发展起来的一种重要的放射性同位素萃取技术。这种技术在微尺度下尤其有利,因为表面体积比要大得多。由于其中一些放射性同位素的半衰期很短,因此在微尺度上使用平行流来提取它们,因为它不需要分离两种流体。虽然这种结构已经被实验研究过,但没有使用无因次数来理解传质机制。这项研究使用三维数字——Biot, Peclet和Damkohler数——来深入研究界面上化学反应的传质。采用有限差分模型对界面处有一级反应的二维对流扩散方程进行了传质模拟,得到了不同的传质数值。观察到Damkohler数对提取效率的影响最大,并且在保持Damkohler数不变的情况下,提取效率变化不大。一般来说,更高的Damkohler数导致更高的提取效率,并提出了一个相关性来量化这种影响。
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引用次数: 0
Optimization techniques in digital microfluidic biochips: a survey of sample preparation algorithmic solutions and challenges 数字微流控生物芯片的优化技术:样品制备算法解决方案和挑战的综述
IF 2.5 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2025-07-08 DOI: 10.1007/s10404-025-02829-0
Nirmala Natarajan, Gracia Nirmala Rani Duraisamy

Digital Micro Fluidic Biochips (DMFBs) are a revolutionary way to automate biochemical processes which are accurate, handy, and multifunctional. However, limitations in droplet manipulation, resource allocation, and assay execution continue to serve as considerable obstacles to effective sample preparation. Using electrical actuation techniques, these biochips accurately automate fluid sample analysis, simplifying essential laboratory tasks including cleaning, mixing, separating, and merging. Solutions with a predetermined target volume can be generated due to this technique. This process consists of combining various solutions of chemicals in a specified volume ratio by carrying out a different procedure. By using these methods, DMFBs can perform tests with little use of sample or reagent, opening up possibilities for use in drug research, gene sequencing, DNA analysis, medical diagnostics, and other fields. An extensive overview of optimization methods used for sample preparation in DMFBs is given in this paper, with an emphasis on algorithmic solutions that improve scheduling, dilution, and mixing. We categorize and evaluate current methods according to their computational methodologies and trade-offs between performance and adaptation to various biochip layouts. We also look at important issues, including real-time reconfiguration and waste droplet management. Lastly, we explore future research prospects in developing digital microfluidic biochip technologies and emphasize the suggested sample preparation scheduling method. The purpose of this survey is to assist researchers in creating DMFB sample preparation techniques that are more dependable and effective.

数字微流体生物芯片(dmfb)是一种革命性的方法,自动化生化过程是准确的,方便的,多功能的。然而,在液滴操作、资源分配和分析执行方面的限制仍然是有效样品制备的相当大的障碍。使用电动驱动技术,这些生物芯片精确地自动化流体样品分析,简化基本的实验室任务,包括清洁,混合,分离和合并。由于这种技术,可以生成具有预定目标体积的解决方案。这个过程包括通过执行不同的程序将不同的化学溶液按特定的体积比组合起来。通过使用这些方法,dmfb可以在很少使用样品或试剂的情况下进行测试,从而为药物研究、基因测序、DNA分析、医学诊断和其他领域的应用开辟了可能性。本文对DMFBs中用于样品制备的优化方法进行了广泛的概述,重点是改进调度,稀释和混合的算法解决方案。我们根据其计算方法和性能与适应各种生物芯片布局之间的权衡对当前方法进行分类和评估。我们还关注一些重要问题,包括实时重新配置和废物液滴管理。最后,展望了数字微流控生物芯片技术的发展前景,重点介绍了建议的样品制备调度方法。本调查的目的是帮助研究人员创建更可靠和有效的DMFB样品制备技术。
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引用次数: 0
Microfluidic-enabled nanomedicine: a comprehensive review of recent advances and translational potential 微流控纳米医学:最新进展和转化潜力的综合综述
IF 2.5 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2025-07-04 DOI: 10.1007/s10404-025-02826-3
Fiona Sze Nee Lye, Yan Shan Loo, Intan Diana Mat Azmi, Choy Sin Lee, N. Idayu Zahid, Thiagarajan Madheswaran

Microfluidic technology is designed for the liquid handling and manipulation of fluids and materials at a small scale. This technology offers distinct advantages that address the limitations of conventional methods such as precision control, reproducibility, efficiency, and rapid processing. These advantages signify a paradigm shift in the field of biomedical and pharmaceutical research, particularly in the preparation of nanomedicines. This review briefly introduces microfluidics along with its principles and fundamentals, including the key components, different types of microfluidic mixing mechanisms, and materials used in microfluidic devices. It also comprises a detailed discussion of the benefits and challenges of using microfluidics in preparing nanoformulations (such as lipid-based, polymer-based, inorganic-based, and hybrid-based) and biomedical applications. This review also discusses the advancement of microfluidic and nanomedicine preparation, such as modular microfluidics, digital microfluidics, three-dimensional (3D) printed chips, automated microfluidics, artificial intelligence (AI), and healthcare wearable devices (HWDs). The review concludes by encouraging cooperation between multiple parties for the success of nanomedicine and offering better patient care to the public.

微流控技术是为液体处理和小尺度流体和材料的操纵而设计的。该技术具有明显的优势,解决了传统方法的局限性,如精确控制、可重复性、效率和快速处理。这些优势标志着生物医学和制药研究领域,特别是纳米药物制备领域的范式转变。本文简要介绍了微流控的原理和基本原理,包括微流控的关键部件、不同类型的微流控混合机制以及微流控器件中使用的材料。它还包括使用微流体制备纳米制剂(如脂基,聚合物基,无机物基和混合基)和生物医学应用的好处和挑战的详细讨论。综述了微流控和纳米药物制备的进展,如模块化微流控、数字微流控、三维(3D)打印芯片、自动化微流控、人工智能(AI)和医疗可穿戴设备(hwd)。该综述的结论是鼓励多方合作,以取得纳米医学的成功,并为公众提供更好的病人护理。
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引用次数: 0
Evaluation of dynamical-billiard-shaped chambers as divergent elements of passive micromixers 动态台球形室作为无源微混合器发散元件的评价
IF 2.5 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2025-07-03 DOI: 10.1007/s10404-025-02817-4
Abraham Ochoa-Guerrero, Luis F. Olguín, Eugenia Corvera-Poiré

Efficient mixing of fluid streams in microfluidic devices remains a critical challenge due to the dominance of laminar flow, where mixing relies solely on diffusion. To overcome this limitation, various microfluidic mixers have been developed to transition from laminar to non-laminar regimes, enabling faster mixing rates. Passive micromixers utilize geometric channel designs instead of external energy sources, making them advantageous due to their simplicity. Among these, convergent-divergent micromixers employ alternating narrow and wide channels to stretch and fold fluid streams, enhancing the mixing process. This study explores a novel series of microfluidic mixers based on dynamical-billiard-shaped chambers. Each microfluidic mixer comprises twenty consecutive nanoliter billiard-shaped chambers connected by relatively narrow channels of equal or variable lengths. Six chamber designs were analyzed: three chaotic billiard shapes (Bunimovich-stadium, diamond-shape, and Sinai-billiard) and their respective non-chaotic counterparts (ellipse, triangle, and ring). Two spatial arrangements—out-of-axis and on-axis chambers—were tested to evaluate their impact on mixing efficiency. Key findings reveal that an out-of-axis chamber configuration significantly enhances mixing, as does connectors with varying lengths. Orientation of the initial chamber at a 36° angle further improves performance. However, chaotic chambers did not consistently outperform non-chaotic ones, likely due to limitations in flow rates. Comparisons with a previously reported baffled structure, considered an excellent micromixer, showed improved mixing efficiency using both chaotic and non-chaotic chambers. These results provide valuable insights into passive mixing mechanisms, contributing to the design of more efficient microfluidic mixers adaptable to specific experimental conditions.

由于层流占主导地位,微流体装置中流体流的有效混合仍然是一个关键挑战,其中混合完全依赖于扩散。为了克服这一限制,已经开发了各种微流体混合器,以从层流过渡到非层流状态,从而实现更快的混合速率。无源微混频器利用几何通道设计,而不是外部能源,使他们有利,由于他们的简单性。其中,收敛-发散型微混合器采用窄宽通道交替拉伸和折叠流体流,增强混合过程。本研究探索了一种基于动态台球型腔室的新型微流控混合器。每个微流控混合器包括二十个连续的纳升台球形腔室,由长度相等或可变的相对狭窄的通道连接。分析了六种室型设计:三种混沌台球形状(布尼莫维奇体育场、菱形和西奈台球)和它们各自的非混沌对应物(椭圆、三角形和环形)。对轴外腔和轴上腔两种空间布置方式对混合效率的影响进行了测试。主要研究结果表明,离轴腔室结构显著增强了混合,不同长度的连接器也是如此。初始腔室以36°角定向进一步提高了性能。然而,混沌室并不总是优于非混沌室,可能是由于流速的限制。与先前报道的被认为是一种优秀的微混合器的挡板结构进行比较,表明使用混沌和非混沌腔都提高了混合效率。这些结果为被动混合机制提供了有价值的见解,有助于设计更有效的微流控混合器,适应特定的实验条件。
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引用次数: 0
Matrix-free microfluidic 3D biomimetic chip for identifying type I collagen on doxorubicin treated MDA-MB-231 cell 用于鉴定阿霉素处理的MDA-MB-231细胞I型胶原蛋白的无基质微流控三维仿生芯片
IF 2.5 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2025-06-30 DOI: 10.1007/s10404-025-02827-2
Qian Wu, Shuxuan Jin, Shiqi Chang, Shuang Xu, Zhiping Xu, Shaojiang Zeng, Xiaohua Huang, Huipeng Ma

The development of drug resistance in breast cancer cells posed significant challenges that necessitate overcoming. Traditional two-dimensional cell research models failed to replicate the tumor microenvironment (TME) in vivo, thus necessitating the utilization of three-dimensional cell culture models for anti-cancer drug research. In this study, we utilized a matrix-free microfluidic three-dimensional (3D) biomimetic chip to generate uniformly sized and highly viable tumor cell spheroids, setting it apart from conventional matrix-based spheroid models. Simultaneously, these cell spheroids were accurately retrieved and embedded within type I collagen to establish the TME environment and further investigate the mechanism by which type I collagen influences doxorubicin resistance in breast cancer cells. The research findings demonstrated that type I collagen enhanced the doxorubicin resistance in breast cancer cells by upregulating the expression levels of Bcl-2, Bcl-XL, and MRP1 proteins. Additionally, the up-regulation of MRP1 is mediated through the ERK1/2 signaling pathway. In conclusion, we posited that this microfluidic biomimetic chip offered a novel and sophisticated platform for three-dimensional tumor research. This platform was expected to facilitate a more comprehensive elucidation of the pharmacokinetic properties of tumor cells within the extracellular matrix (ECM) in future studies, thereby enhancing the efficiency and accuracy of in vitro drug screening.

乳腺癌细胞耐药的发展带来了需要克服的重大挑战。传统的二维细胞研究模型无法在体内复制肿瘤微环境(TME),因此需要利用三维细胞培养模型进行抗癌药物研究。在这项研究中,我们利用无基质的微流体三维(3D)仿生芯片来生成均匀大小和高存活率的肿瘤细胞球体,将其与传统的基于基质的球体模型区分开来。同时,我们将这些细胞球体精确提取并嵌入I型胶原蛋白中,建立TME环境,进一步研究I型胶原蛋白影响乳腺癌细胞阿霉素耐药的机制。研究结果表明,I型胶原通过上调Bcl-2、Bcl-XL和MRP1蛋白的表达水平,增强了乳腺癌细胞对阿霉素的耐药性。此外,MRP1的上调通过ERK1/2信号通路介导。综上所述,我们认为这种微流控仿生芯片为三维肿瘤研究提供了一个新颖而复杂的平台。该平台有望在未来的研究中更全面地阐明肿瘤细胞在细胞外基质(extracellular matrix, ECM)内的药代动力学特性,从而提高体外药物筛选的效率和准确性。
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引用次数: 0
Investigating the binding strength between subtypes red blood cells and their corresponding antibodies and rapidly differentiating subtypes in a microchannel 在微通道中研究红细胞亚型及其相应抗体的结合强度和快速分化亚型
IF 2.5 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2025-06-23 DOI: 10.1007/s10404-025-02823-6
Ding-Ping Chen, Yi-Jin Ho, Hsieh-Fu Tsai, Fan-Chun Cheng, Feng-Yu Jiang, Yen-Heng Lin

Identifying blood type is a routine procedure for blood transfusion, typically performed using forward and reverse typing methods. However, distinguishing blood subtypes remains a challenging task in clinical practice. This study proposes a novel approach to rapidly differentiate blood subtypes based on the distinct binding strengths between red blood cells (RBCs) and antibodies immobilized on a micro-channel surface. Different blood subtypes can be distinguished by measuring the ratio of RBCs before and after applying a shear force with a wash buffer. Experimental results demonstrate residual ratios of approximately 99.5%, 31.8–39.8%, 7.4–7.6%, and 10.0–11.1% for B, B3 (including AB3), Bel, and Ael types, respectively. Notably, this method makes it possible to differentiate subtypes with minimal surface antigens, such as Bel and Ael, within 15 min—significantly faster and less complex than the conventional adsorption–elution method used in clinical settings. This proposed approach offers a promising solution for rapidly differentiating rare blood subtypes.

识别血型是输血的常规程序,通常使用正向和反向分型方法进行。然而,在临床实践中,区分血液亚型仍然是一项具有挑战性的任务。这项研究提出了一种基于固定在微通道表面的红细胞和抗体之间不同的结合强度来快速区分血液亚型的新方法。不同的血型可以通过测量红细胞的比例前后施加剪切力与洗涤缓冲液来区分。实验结果表明,B型、B3型(包括AB3)、Bel型和Ael型的残留比分别约为99.5%、31.8 ~ 39.8%、7.4 ~ 7.6%和10.0 ~ 11.1%。值得注意的是,该方法可以在15分钟内区分具有最小表面抗原的亚型,如Bel和Ael,比临床使用的传统吸附-洗脱方法更快,更简单。这种提出的方法为快速区分稀有血型提供了一个有希望的解决方案。
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引用次数: 0
Free-standing open space microfluidic devices by dry resist lamination 独立开放空间微流控装置的抗干层压
IF 2.5 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2025-06-23 DOI: 10.1007/s10404-025-02818-3
Rui Liu, Esteban Pedrueza-Villalmanzo, Farah Fatima, Aldo Jesorka

We present a cleanroom-compatible fabrication route to open space microfluidic devices, utilizing a multilayer lamination/photolithography process on the wafer scale. The devices were applied to generate and maintain molecular surfactant films. In a dedicated setup, film stability was investigated in conjunction with 108 kHz ultrasonic sound, and response to acoustic waves in the audible range was determined.

我们提出了一个洁净室兼容的制造路线,以开放空间微流体装置,利用多层层压/光刻工艺在晶圆规模。该装置用于分子表面活性剂膜的生成和维持。在一个专门的装置中,研究了薄膜的稳定性,并结合108 kHz的超声波,并确定了在可听范围内对声波的响应。
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引用次数: 0
On-chip inductive sensor for ultra-high-throughput integrated detection of oil contamination and viscosity 片上电感式传感器,用于超高通量油液污染和粘度的综合检测
IF 2.5 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2025-06-20 DOI: 10.1007/s10404-025-02824-5
Hongwei Guan, Jian Feng, Qingyi Cai, Yi Yang, Chao Liu, Duo Sun, Jienan Shen, Hongpeng Zhang, Lin Zeng, Hui Yang

A novel on-chip inductive detection sensor has been developed, offering a new method for analyzing contaminants and viscosity in hydraulic oil. An ultra-high-throughput microchannel with a rectangular cross-section has been designed, along with a dual-core coil resonant method to generate a large-scale magnetic field with high sensitivity on the chip. The inductive sensing unit consists of two symmetrically arranged rectangular magnetic core coils, creating a detection area with a high magnetic field strength. A rectangular microchannel with a cross-sectional area of up to 6 mm2 passes between the two magnetic core coils. Compared to traditional micro-inductive sensors, the throughput increased by nearly 2 orders of magnitude, reaching 120 mL/h. Using the microchannel and resonance measurement method, we successfully detected 30 μm iron particles and 80 μm copper particles. Furthermore, we have established a model that correlates oil viscosity with its transit time through the microchannel. Through the inductance signal, we can determine the time it takes for the oil to pass through the coils and subsequently calculate its viscosity using our theoretical model. This method allows for the integration of inductive detection and viscosity measurement without the need for additional sensor. In the experiment, we measured hydraulic oils of different viscosities and compared the results with measurements obtained using a viscometer to verify the accuracy of the viscosity measurements.

开发了一种新型的片上电感检测传感器,为分析液压油中的污染物和粘度提供了一种新的方法。设计了一种矩形截面的超高通量微通道,并采用双核线圈谐振方法在芯片上产生高灵敏度的大尺度磁场。电感传感单元由两个对称排列的矩形磁芯线圈组成,形成具有高磁场强度的检测区域。在两个磁芯线圈之间通过一个矩形微通道,其横截面积可达6平方毫米。与传统的微电感传感器相比,该传感器的通量提高了近2个数量级,达到120 mL/h。利用微通道和共振测量方法,我们成功地检测了30 μm的铁颗粒和80 μm的铜颗粒。此外,我们还建立了一个将油粘度与其通过微通道的时间联系起来的模型。通过电感信号,我们可以确定油通过线圈所需的时间,然后使用我们的理论模型计算其粘度。这种方法允许集成感应检测和粘度测量,而不需要额外的传感器。在实验中,我们测量了不同粘度的液压油,并将结果与粘度计的测量结果进行了比较,以验证粘度测量的准确性。
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引用次数: 0
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Microfluidics and Nanofluidics
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