Microfluidics and Nanofluidics最新文献

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Characterization of microfluidic trap and mixer module for rapid fluorescent tagging of microplastics 用于快速荧光标记微塑料的微流体捕集器和混合器模块的特性分析
IF 2.3 4区 工程技术
Microfluidics and Nanofluidics Pub Date : 2024-03-06 DOI: 10.1007/s10404-024-02716-0
Seongcheol Shin, Boeun Jeon, Wonkyu Kang, Cholong Kim, Jonghoon Choi, Sung Chul Hong, Hyun Ho Lee
{"title":"Characterization of microfluidic trap and mixer module for rapid fluorescent tagging of microplastics","authors":"Seongcheol Shin,&nbsp;Boeun Jeon,&nbsp;Wonkyu Kang,&nbsp;Cholong Kim,&nbsp;Jonghoon Choi,&nbsp;Sung Chul Hong,&nbsp;Hyun Ho Lee","doi":"10.1007/s10404-024-02716-0","DOIUrl":"10.1007/s10404-024-02716-0","url":null,"abstract":"<div><p>This study introduces a practical approach utilizing microfluidic trap and mixer modules fabricated with polydimethylsiloxane (PDMS) microfluidic devices. These modules were employed to capture and fluorescently label various randomly shaped microplastics (MPs) like polyethylene (PE), polypropylene (PP), and polystyrene (PS). Within the MPs trap module, grooves were incorporated into a straight-lined channel using SU-8 photolithography. This design induced turbulence effectively trapping and gathering the MPs within aqueous phases at 15 groove spaces, which achieved a trapping efficiency of up to 69% for PS MPs sized at a flow rate of 2 mL/min. Additionally, a mixer module featuring two flow inlets was designed to create a serpentine microfluidic channel, whose design significantly reduced sample and reagent (Nile Red) consumption during MP fluorescence staining at 80 °C. Furthermore, 2 nm gold nanoparticles (Au NPs), conjugated with a PS binding peptide (PSBP), were examined as an alternative fluorescent agent at room temperature. Photoluminescence (PL) and Fourier transform infrared (FT-IR) showcased efficiency of mixer module in labeling 30 mL MP solutions within a short time of 15 min. Moreover, a combined platform integrating trap and mixer devices was devised, incorporating a disposable heating pad and filter paper unit, which offers a simplified and compact MPs staining tool including spherical PE nanoplastics (200 nm–99 μm). This study aims to propose a preliminary concept for a lab-on-a-chip, facilitating the simultaneous collection and fluorescent labeling, which can be instrumentally implemented in future MPs monitoring.</p></div>","PeriodicalId":706,"journal":{"name":"Microfluidics and Nanofluidics","volume":"28 4","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-03-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140054519","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Investigation of the impact of liquid presence on the acoustic streaming generated by a vibrating sharp tip capillary 研究液体存在对振动尖头毛细管产生的声流的影响
IF 2.3 4区 工程技术
Microfluidics and Nanofluidics Pub Date : 2024-03-05 DOI: 10.1007/s10404-024-02713-3
Chong Li, Balapuwaduge Lihini Mendis, Lisa Holland, Peng Li
{"title":"Investigation of the impact of liquid presence on the acoustic streaming generated by a vibrating sharp tip capillary","authors":"Chong Li,&nbsp;Balapuwaduge Lihini Mendis,&nbsp;Lisa Holland,&nbsp;Peng Li","doi":"10.1007/s10404-024-02713-3","DOIUrl":"10.1007/s10404-024-02713-3","url":null,"abstract":"<div><p>Sharp edge structures have been demonstrated as an efficient way of generating acoustic streaming in microfluidic devices, which finds numerous applications in fluid mixing, pumping, particle actuation, and cell lysis. A sharp tip capillary is widely available means of generating sharp structures without the need of microfabrication, which has been used for studying enzyme kinetics, droplet digital PCR, and mass spectrometry analysis. In this work, we studied the influence of liquid inside the vibrating glass capillary on its efficiency of generating acoustic streaming. Using fluorescence microscopy and fluorescent particles, we observed that adding liquid to the inside of the vibrating glass capillary changed the streaming patterns as well as led to increased streaming velocity. Based on the observed streaming patterns, we hypothesized the liquid present in the capillary changed vibration mode of the capillary, which is matched with COMSOL simulations. Finally, the utility of the liquid filled vibrating capillary was demonstrated for higher energy efficiency for fluid mixing and mass spectrometry experiments. This study will provide useful guidance when optimizing the efficiency of vibrating sharp tip capillary systems.</p></div>","PeriodicalId":706,"journal":{"name":"Microfluidics and Nanofluidics","volume":"28 4","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-03-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140033942","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Model order reduction for the 1D Boltzmann-BGK equation: identifying intrinsic variables using neural networks 减少一维波兹曼-BGK方程的模型阶次:利用神经网络识别内在变量
IF 2.3 4区 工程技术
Microfluidics and Nanofluidics Pub Date : 2024-02-28 DOI: 10.1007/s10404-024-02711-5
Julian Koellermeier, Philipp Krah, Julius Reiss, Zachary Schellin
{"title":"Model order reduction for the 1D Boltzmann-BGK equation: identifying intrinsic variables using neural networks","authors":"Julian Koellermeier,&nbsp;Philipp Krah,&nbsp;Julius Reiss,&nbsp;Zachary Schellin","doi":"10.1007/s10404-024-02711-5","DOIUrl":"10.1007/s10404-024-02711-5","url":null,"abstract":"<div><p>Kinetic equations are crucial for modeling non-equilibrium phenomena, but their computational complexity is a challenge. This paper presents a data-driven approach using reduced order models (ROM) to efficiently model non-equilibrium flows in kinetic equations by comparing two ROM approaches: proper orthogonal decomposition (POD) and autoencoder neural networks (AE). While AE initially demonstrate higher accuracy, POD’s precision improves as more modes are considered. Notably, our work recognizes that the classical POD model order reduction approach, although capable of accurately representing the non-linear solution manifold of the kinetic equation, may not provide a parsimonious model of the data due to the inherently non-linear nature of the data manifold. We demonstrate how AEs are used in finding the intrinsic dimension of a system and to allow correlating the intrinsic quantities with macroscopic quantities that have a physical interpretation.</p></div>","PeriodicalId":706,"journal":{"name":"Microfluidics and Nanofluidics","volume":"28 3","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10404-024-02711-5.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139988124","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Electroosmosis and peristaltic mechanism in a symmetric channel flow 对称通道流中的电渗和蠕动机制
IF 2.3 4区 工程技术
Microfluidics and Nanofluidics Pub Date : 2024-02-27 DOI: 10.1007/s10404-024-02712-4
Saima Noreen, Sidra Batool, Dharmendra Tripathi
{"title":"Electroosmosis and peristaltic mechanism in a symmetric channel flow","authors":"Saima Noreen,&nbsp;Sidra Batool,&nbsp;Dharmendra Tripathi","doi":"10.1007/s10404-024-02712-4","DOIUrl":"10.1007/s10404-024-02712-4","url":null,"abstract":"<div><p>In this work, the combined impacts of electroosmosis and peristaltic processes are investigated to better understand the behavior of fluid flow in a symmetric channel. The Poisson–Boltzmann equation is included into the Navier–Stokes equations to account for the electrokinetic effects in micropolar fluid model. The fluid motion caused by electric fields is effectively described by incorporating electrokinetic variables in these equations. Under the premise of a low Reynolds number and small amplitude, the linearized equations are resolved. Partial differential equations are solved to yield analytical formulations for the velocity and pressure fields. As opposed to earlier research, our analysis explores the combined impacts of electroosmosis and peristaltic motion in symmetric channels. By considering these mechanisms together, we gain a comprehensive understanding of fluid movement and manipulation in microchannels. According to research on modifying the properties of fluid flow, zeta potential, applied voltage, and channel shape all affect the velocity of electroosmotic flow. In addition, the flow rate is impacted by the peristaltic motion-induced periodic pressure changes. In addition, the combined effects of peristalsis and electroosmosis show promise for accurate and efficient regulation of fluid flow in microchannels. The study reveals that the micropolar parameter modifications (0–100) have little effect whereas adjusting the coupling parameter (0–1) modifies electroosmotic peristaltic flow. Center streamlines are trapped and then aligned in a length-dependent way by the interaction of electric fields. Several microfluidic applications, including mixing, pumping, and particle manipulation, are affected by the findings of this research. The electroosmosis and peristaltic processes may be understood and used to create sophisticated microfluidic devices and lab-on-a-chip systems. This development has the potential to greatly improve performance and functionality in industries like chemical analysis, biomedical engineering, and other areas needing precise fluid control at the microscale.</p></div>","PeriodicalId":706,"journal":{"name":"Microfluidics and Nanofluidics","volume":"28 3","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139988209","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Molecular dynamics study of electro-osmotic flow in a nanochannel with molybdenum disulfide walls 具有二硫化钼壁的纳米通道中电渗透流的分子动力学研究
IF 2.3 4区 工程技术
Microfluidics and Nanofluidics Pub Date : 2024-02-24 DOI: 10.1007/s10404-024-02709-z
S. M. Kazem Manzoorolajdad, Hossein Hamzehpour, Jalal Sarabadani
{"title":"Molecular dynamics study of electro-osmotic flow in a nanochannel with molybdenum disulfide walls","authors":"S. M. Kazem Manzoorolajdad,&nbsp;Hossein Hamzehpour,&nbsp;Jalal Sarabadani","doi":"10.1007/s10404-024-02709-z","DOIUrl":"10.1007/s10404-024-02709-z","url":null,"abstract":"<div><p>The electro-osmotic flow (EOF) in a neutral system consisting of an aqueous NaCl solution confined in a nanochannel with two parallel Molybdenum disulfide (<span>(text {MoS}_{text {2}})</span>) walls and in the presence of an external electric field parallel to the channel walls, is investigated for the first time. The results indicate that the thickness of the Stern layer grows as the negative electric surface charge density on the nanochannel walls increases. The Stern layer becomes thinner as the salt concentration is increased. Moreover, the EOF occurs under the no-slip condition on the walls. In addition, by increasing the surface charge density the average of the flow velocity across the nanochannel initially grows (Debye–Hückel regime) and reaches its maximum value. Then, by further increasing the surface charge density the water flow rate decreases (intermediate regime), and gets the zero value and becomes negative (reverse flow regime) at even larger values of the surface charge densities. Comparing the results of the previous work wherein the channels are composed of the black phosphorene walls with those of the present study for a channel composed of <span>(text {MoS}_{text {2}})</span> surfaces, show that for the latter case the reverse flow occurs at a lower surface charge density and with a greater value of the peak velocity with respect to the change in the surface charge density for the former case.</p></div>","PeriodicalId":706,"journal":{"name":"Microfluidics and Nanofluidics","volume":"28 3","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139946321","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Stiffness estimation and classification of biological cells using constriction microchannel: poroelastic model and machine learning 利用收缩微通道对生物细胞进行刚度估算和分类:孔弹性模型和机器学习
IF 2.3 4区 工程技术
Microfluidics and Nanofluidics Pub Date : 2024-02-24 DOI: 10.1007/s10404-024-02710-6
S. A. Haider, G. Kumar, T. Goyal, A. Raj
{"title":"Stiffness estimation and classification of biological cells using constriction microchannel: poroelastic model and machine learning","authors":"S. A. Haider,&nbsp;G. Kumar,&nbsp;T. Goyal,&nbsp;A. Raj","doi":"10.1007/s10404-024-02710-6","DOIUrl":"10.1007/s10404-024-02710-6","url":null,"abstract":"<div><p>Mathematical and computational models linking cell mechanical properties with deformation are crucial for understanding cellular behavior. While various techniques measure the stiffness and viscosity of cells, recent experiments suggest that cells exhibit poroelastic behavior, characterized by solid mesh networks immersed in cytosol liquid (Moeendarbary et al. in Nat Mater 12:253–261, 2013. https://doi.org/10.1038/nmat3517). Despite this, a mathematical model relating poroelastic cell deformation and Young's modulus of solid networks has not been reported. This study presents the first poroelasticity-based mathematical model for relating cell deformation with Young’s modulus of solid mesh networks. The model is validated by utilizing the experimental data of the cell’s squeezing behavior through a constriction microchannel. The predicted Young’s modulus for HeLa, MCF-10A, and MDA MB-231 cell lines are 153.64 ± 60.3 kPa, 97.84 ± 41.7 kPa, and 67.9 ± 48.8 kPa, respectively, which matches well with the conventional measurements. Additionally, two artificial neural network (ANN) models were developed which predicted Young's modulus and viscosity for these cell lines based on migration and deformation characteristics through constriction microchannel, achieving high accuracy (<i>R</i> ~ 0.974 and <i>R</i> ~ 0.999, respectively). Further, a linear Support Vector Machine (SVM) model classified cell lines based on initial diameter and elongation in the constriction microchannel measured from static images. The combined analytical and computational approach proposed here offers direct quantitative estimates of cell mechanical properties and cell classification based on their squeezing behavior through constriction microchannel.</p></div>","PeriodicalId":706,"journal":{"name":"Microfluidics and Nanofluidics","volume":"28 3","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139946163","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Study on characteristics of microchannel jet for showerhead in different fluid regimes based on hybrid NS-DSMC methodology 基于混合 NS-DSMC 方法的不同流体状态下淋浴喷头微通道射流特性研究
IF 2.3 4区 工程技术
Microfluidics and Nanofluidics Pub Date : 2024-02-15 DOI: 10.1007/s10404-023-02705-9
Wansuo Liu, Xiangji Yue, Zeng Lin
{"title":"Study on characteristics of microchannel jet for showerhead in different fluid regimes based on hybrid NS-DSMC methodology","authors":"Wansuo Liu,&nbsp;Xiangji Yue,&nbsp;Zeng Lin","doi":"10.1007/s10404-023-02705-9","DOIUrl":"10.1007/s10404-023-02705-9","url":null,"abstract":"<div><p>The uniformity of the deposition in the plasma-enhanced chemical vapor deposition (PECVD) process is greatly influenced by the uniform effect of the microchannels in the showerhead. Most of the previous studies on showerheads have primarily focused on the axial-direction of microchannels. However, there is a lack of comparative studies on the influence of radial changes and different flow regimes on the flow characteristics of microchannels. In this paper, we utilized the coupling of the Navier–Stokes and Direct Simulation Monte Carlo (NS-DSMC) methods to compare the differences between expansion type microchannels and equal-diameter type microchannels in the slip and transition regimes. The results indicate that in the slip flow regime, the microchannel of equal diameter exhibits a stronger jet compared to the expansion type. However, this situation reverses as the slip flow regime transitions to the transition regime. This reflects the influence of the flow regime on the characteristics of the microchannel and the potential of the combined type to enhance deposition uniformity.</p></div>","PeriodicalId":706,"journal":{"name":"Microfluidics and Nanofluidics","volume":"28 3","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-02-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139757118","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Analysis of sperm cell motion in high viscosity Newtonian and non-Newtonian fluids using a microfluidic channel 利用微流体通道分析精子细胞在高粘度牛顿和非牛顿流体中的运动情况
IF 2.3 4区 工程技术
Microfluidics and Nanofluidics Pub Date : 2024-02-12 DOI: 10.1007/s10404-024-02707-1
Dhiraj B. Puri, Sumit Sunil Kumar, Vadiraj Hemadri, Arnab Banerjee, Siddhartha Tripathi
{"title":"Analysis of sperm cell motion in high viscosity Newtonian and non-Newtonian fluids using a microfluidic channel","authors":"Dhiraj B. Puri,&nbsp;Sumit Sunil Kumar,&nbsp;Vadiraj Hemadri,&nbsp;Arnab Banerjee,&nbsp;Siddhartha Tripathi","doi":"10.1007/s10404-024-02707-1","DOIUrl":"10.1007/s10404-024-02707-1","url":null,"abstract":"<div><p>The migration of sperm cells in a female reproductive tract is responsible for the successful fertilization of the female egg. In this research work, the effect of the surrounding fluids on the motion of sperm cells has been studied using a microfluidic channel. To analyze the motility of sperm, primary motility parameters such as velocity, beat frequency, amplitude, and derived parameters such as linearity, straightness, and wobble have been measured. The results indicate that sperms possess higher progressive motility in non-Newtonian fluids compared to Newtonian fluids in the same viscosity range. The motion of the sperm shows an inverse relationship between the amplitude of the head trajectory and the beat frequency of the flagella. Numerical studies were performed to measure the drag force on these sperm. The trajectories of the flagella, forces acting on sperm, power generated, pulling power, and efficiency of the sperm motion through the fluid medium have been investigated and a relationship between the force and rotation of the flagella has been established. The results show that the flagella also change their shape based on the properties of the surrounding fluid. This study aims to improve our understanding of issues related to infertility diagnosis and help design in-vitro experiments required for sperm separation.</p></div>","PeriodicalId":706,"journal":{"name":"Microfluidics and Nanofluidics","volume":"28 3","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-02-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139757488","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Label-free cancer cell separation from whole blood on centrifugal microfluidic platform using hydrodynamic technique 利用流体力学技术在离心微流体平台上从全血中分离无标记癌细胞
IF 2.8 4区 工程技术
Microfluidics and Nanofluidics Pub Date : 2024-01-11 DOI: 10.1007/s10404-023-02704-w
Chun-Chi Lin, Jui-Chi Tsai, Yi-Zhi Liu, Ju-Nan Kuo
{"title":"Label-free cancer cell separation from whole blood on centrifugal microfluidic platform using hydrodynamic technique","authors":"Chun-Chi Lin,&nbsp;Jui-Chi Tsai,&nbsp;Yi-Zhi Liu,&nbsp;Ju-Nan Kuo","doi":"10.1007/s10404-023-02704-w","DOIUrl":"10.1007/s10404-023-02704-w","url":null,"abstract":"<div><p>The separation of cancer cells from blood samples is one of the most crucial tasks in cancer research. However, existing methods tend to be expensive and labor intensive. Accordingly, the present study proposes a low-cost platform that uses hydrodynamic effects for the label-free separation of cancer cells from whole blood samples using a simple centrifugal microfluidic device consisting of a Y-shaped microchannel, a contraction–expansion array (CEA) microchannel, and a bifurcation region. To enhance the separation efficiency, the input branches of the Y-shaped microchannel are designed with different widths to generate a sheath flow rate greater than the sample flow rate. As the sample flows through the CEA microchannel, the cancer cells are separated from the blood cells through inertial effects and the bifurcation law. Finally, the cancer cells are collected from the low-flow-rate branch of the bifurcation region. The feasibility of the device is first demonstrated by numerical simulations. Experimental trials are then performed to separate K562 cancer cells from blood samples with various hematocrit concentrations at disk rotational speeds ranging from 1000 to 3000 rpm. The experimental results show that the cancer cells can be successfully separated from a diluted blood sample with a ratio of 1:1.2 × 10<sup>5</sup> K562 cells to blood cells with a high efficiency of 90% at an angular velocity of 2000 rpm.</p></div>","PeriodicalId":706,"journal":{"name":"Microfluidics and Nanofluidics","volume":"28 2","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-01-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139435204","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Correction: Computation of flow rates in rarefied gas flow through circular tubes via machine learning techniques 更正:通过机器学习技术计算稀薄气体流经圆管时的流速
IF 2.8 4区 工程技术
Microfluidics and Nanofluidics Pub Date : 2024-01-11 DOI: 10.1007/s10404-023-02706-8
F. Sofos, C. Dritselis, S. Misdanitis, T. Karakasidis, D. Valougeorgis
{"title":"Correction: Computation of flow rates in rarefied gas flow through circular tubes via machine learning techniques","authors":"F. Sofos,&nbsp;C. Dritselis,&nbsp;S. Misdanitis,&nbsp;T. Karakasidis,&nbsp;D. Valougeorgis","doi":"10.1007/s10404-023-02706-8","DOIUrl":"10.1007/s10404-023-02706-8","url":null,"abstract":"","PeriodicalId":706,"journal":{"name":"Microfluidics and Nanofluidics","volume":"28 2","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-01-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10404-023-02706-8.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139434895","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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