1
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Cao W, Yang Q, Wang QMD. Numerical simulation of vortex flow evolution during droplet formation in T-inlet microchannel. Colloids Surf A Physicochem Eng Asp 2023. [DOI: 10.1016/j.colsurfa.2023.131140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/16/2023]
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2
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Schmidt J, Shenvi Usgaonkar S, Kumar S, Lozano K, Ellison CJ. Advances in Melt Blowing Process Simulations. Ind Eng Chem Res 2022. [DOI: 10.1021/acs.iecr.1c03444] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Joseph Schmidt
- Mechanical Engineering Department, The University of Texas Rio Grande Valley, Edinburg, Texas 78539, United States
| | - Saurabh Shenvi Usgaonkar
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, Minnesota 55455, United States
| | - Satish Kumar
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, Minnesota 55455, United States
| | - Karen Lozano
- Mechanical Engineering Department, The University of Texas Rio Grande Valley, Edinburg, Texas 78539, United States
| | - Christopher J. Ellison
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, Minnesota 55455, United States
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3
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Chen Z, Xiong Q, Li S, Wang Y, Xu J. Experimental investigation of dynamic mass transfer during droplet formation using micro-LIF in a coaxial microchannel. Chin J Chem Eng 2021. [DOI: 10.1016/j.cjche.2021.04.030] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
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4
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Hydrodynamics of Liquid-Liquid Flows in Micro Channels and Its Influence on Transport Properties: A Review. ENERGIES 2021. [DOI: 10.3390/en14196066] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Hydrodynamics plays a major role in transport of heat and mass transfer in microchannels. This includes flow patterns and flow regimes in which the micro-channels are operated. The flow patterns have a major impact the transport properties. Another important aspect is the pressure drop in micro-channels. In the present review, the experimental and Computational Fluid Dynamics (CFD) studies covering all the above aspects have been covered. The effect of geometrical parameters like shape of channel, channel size, material of construction of channels; operating parameters like flow velocity, flow ratio and fluid properties have been presented and analyzed. Experimental and analytical work of different pressure drop models has also been presented. All the literature related to influence of flow patterns on transport properties like volumetric mass transfer coefficients (VMTC) and heat transfer coefficients (HTC) have been presented and analyzed. It is found that most works in Liquid-Liquid Extraction (LLE) systems have been carried out in slug flow and T-junctions. Models for coupled systems of flow and mass transfer have been presented and works carried out for different coupled systems have been listed. CFD simulations match experimental results within 20% deviations in quantitative and qualitative predictions of flow phenomena for most research articles referred in this review. There is a disparity in prediction of a generalized regime map and a generalized regime map for prediction of flow patterns for various systems would need the help of Artificial Intelligence.
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5
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Ibrahim AM, Padovani JI, Howe RT, Anis YH. Modeling of Droplet Generation in a Microfluidic Flow-Focusing Junction for Droplet Size Control. MICROMACHINES 2021; 12:mi12060590. [PMID: 34063839 PMCID: PMC8223991 DOI: 10.3390/mi12060590] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/05/2021] [Revised: 05/15/2021] [Accepted: 05/19/2021] [Indexed: 01/27/2023]
Abstract
In this paper, we study the parameters that affect the generation of droplets in a microfluidic flow-focusing junction. Droplets are evaluated based on the size and frequency of generation. Droplet size control is essential for microfluidic lab-on-a-chip applications in biology, chemistry, and medicine. We developed a three-dimensional numerical model that can emulate the performance of the physical system. A numerical model can help design droplet-generation chips with new junction geometries, different dispersed and continuous phase types, and different flow rates. Our model uses a conservative level-set method (LSM) to track the interface between two immiscible fluids using a fixed mesh. Water was used for the dispersed phase and mineral oil for the continuous phase. The effects of the continuous-to-dispersed flow rate ratio (Qo/Qw) and the surfactant concentration on the droplet generation were studied both using the numerical model and experimentally. The numerical model was found to render results that are in good agreement with the experimental ones, which validates the LSM model. The validated numerical model was used to study the time effect of changing Qo/Qw on the generated droplet size. Properly timing when the flow rates are changed enables control over the size of the next generated droplet, which is useful for single-droplet size modulation applications.
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Affiliation(s)
- Ali M. Ibrahim
- Mechanical Design and Production Department, Faculty of Engineering, Cairo University, Giza 12613, Egypt;
| | - Jose I. Padovani
- Department of Electrical Engineering, Stanford University, Stanford, CA 94305, USA; (J.I.P.); (R.T.H.)
| | - Roger T. Howe
- Department of Electrical Engineering, Stanford University, Stanford, CA 94305, USA; (J.I.P.); (R.T.H.)
| | - Yasser H. Anis
- Mechanical Design and Production Department, Faculty of Engineering, Cairo University, Giza 12613, Egypt;
- Correspondence:
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6
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Yu X, Zhou H, Jing S, Lan W, Li S. Experimental and numerical study of liquid–liquid interphase mass transfer in a pilot-scale extraction column. Chem Eng Sci 2021. [DOI: 10.1016/j.ces.2020.116184] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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7
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Yu X, Zhou H, Jing S, Lan W, Li S. Combining level-set method and population balance model to simulate liquid–liquid two-phase flows in pulsed columns. Chem Eng Sci 2020. [DOI: 10.1016/j.ces.2020.115851] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
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8
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Sattari A, Hanafizadeh P, Hoorfar M. Multiphase flow in microfluidics: From droplets and bubbles to the encapsulated structures. Adv Colloid Interface Sci 2020; 282:102208. [PMID: 32721624 DOI: 10.1016/j.cis.2020.102208] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2020] [Revised: 05/19/2020] [Accepted: 07/04/2020] [Indexed: 12/14/2022]
Abstract
Microfluidic technologies have a unique ability to control more precisely and effectively on two-phase flow systems in comparison with macro systems. Controlling the size of the droplets and bubbles has led to an ever-increasing expansion of this technology in two-phase systems. Liquid-liquid and gas-liquid two-phase flows because of their numerous applications in different branches such as reactions, synthesis, emulsions, cosmetic, food, drug delivery, etc. have been the most critical two-phase flows in microfluidic systems. This review highlights recent progress in two-phase flows in microfluidic devices. The fundamentals of two-phase flows, including some essential dimensionless numbers, governing equations, and some most well-known numerical methods are firstly introduced, followed by a review of standard methods for producing segmented flows such as emulsions in microfluidic systems. Then various encapsulated structures, a common two-phase flow structure in microfluidic devices, and different methods of their production are reviewed. Finally, applications of two-phase microfluidic flows in drug-delivery, biotechnology, mixing, and microreactors are briefly discussed.
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9
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Zhang J, Ming P, Zhang X, Qin G, Yan L, Zhao X, Zheng X. Facile Fabrication of Highly Perforated Hollow Metallic Cylinder with Changeable Micro-Orifices by Electroforming-Extrusion Molding Hybrid Process. MICROMACHINES 2020; 11:mi11010070. [PMID: 31936450 PMCID: PMC7019942 DOI: 10.3390/mi11010070] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/05/2019] [Revised: 01/04/2020] [Accepted: 01/05/2020] [Indexed: 11/16/2022]
Abstract
A seamless thin-walled hollow metallic cylinder with array of micro-perforations is one of the key components for some products. Normally, these micro-perforations are formed by removing material from the given metallic hollow cylinder (pipe or tube) one by one or row by row. To efficiently and flexibly manufacture such a highly perforated hollow cylinder, this paper proposed a hybrid technique combining extrusion moulding process and electroforming process. In the hybrid technique, the extrusion moulding process was used to create polymer extrusion patterns on the outside surface of the given stainless steel (SS) pipe, and then the electroforming process was carried out using the SS pipe as the mandrel. The formation of the polymer extrusion patterns was simulated and extruding molding experiments were carried out to examine the feasibility of the various mandrels. Electroforming experiments were implemented to verify the achievement of the seamless perforated thin-walled hollow cylinder. It was found that five different types of polymer extrusion pattern were able to be obtained on the same extruding pipe just by adjusting some extruding conditions and parameters, and correspondingly four types of perforated hollow cylinder with different tapered orifices are produced after the electroforming process. The obtainable perforations are: perforation with double conic-orifices, perforation with hemispheric orifice and conic orifice, unidirectionally tapered perforation, and straight-walled perforation. The geometric profile of the extrusion patterns is highly dependent on the processing conditions and parameters. The proposed hybrid process represents a promising alternative process to fabricate seamless thin-walled perforated hollow metallic cylinder efficiently, flexibly, and with low cost.
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Affiliation(s)
| | - Pingmei Ming
- Correspondence: (P.M.); (X.Z.); Tel.: +86-391-398-7530 (P.M. & X.Z.)
| | - Xinmin Zhang
- Correspondence: (P.M.); (X.Z.); Tel.: +86-391-398-7530 (P.M. & X.Z.)
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10
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Yu X, Li S, Zhou H, Jing S, Lan W, Li S. Numerically simulating droplet breakup in droplet swarm using modified level set method with multi-levels. Chem Eng Sci 2020. [DOI: 10.1016/j.ces.2019.115263] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
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11
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Sontti SG, Atta A. Numerical Insights on Controlled Droplet Formation in a Microfluidic Flow-Focusing Device. Ind Eng Chem Res 2019. [DOI: 10.1021/acs.iecr.9b02137] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Somasekhara Goud Sontti
- Multiscale Computational Fluid Dynamics (mCFD) Laboratory, Department of Chemical Engineering, Indian Institute of Technology Kharagpur, Kharagpur, West Bengal 721302, India
| | - Arnab Atta
- Multiscale Computational Fluid Dynamics (mCFD) Laboratory, Department of Chemical Engineering, Indian Institute of Technology Kharagpur, Kharagpur, West Bengal 721302, India
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12
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Xiong QQ, Chen Z, Li SW, Wang YD, Xu JH. Micro-PIV measurement and CFD simulation of flow field and swirling strength during droplet formation process in a coaxial microchannel. Chem Eng Sci 2018. [DOI: 10.1016/j.ces.2018.04.022] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
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13
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Micro Droplet Formation towards Continuous Nanoparticles Synthesis. MICROMACHINES 2018; 9:mi9050248. [PMID: 30424181 PMCID: PMC6187485 DOI: 10.3390/mi9050248] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/26/2018] [Revised: 05/12/2018] [Accepted: 05/15/2018] [Indexed: 01/22/2023]
Abstract
In this paper, micro droplets are generated in a microfluidic focusing contactor and then they move sequentially in a free-flowing mode (no wall contact). For this purpose, two different micro-flow glass devices (hydrophobic and hydrophilic) were used. During the study, the influence of the flow rate of the water phase and the oil phase on the droplet size and size distribution was investigated. Moreover, the influence of the oil phase viscosity on the droplet size was analyzed. It was found that the size and size distribution of the droplets can be controlled simply by the aqueous phase flow rate. Additionally, 2D simulations to determine the droplet size were performed and compared with the experiment.
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14
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Passive Mixing inside Microdroplets. MICROMACHINES 2018; 9:mi9040160. [PMID: 30424094 PMCID: PMC6187237 DOI: 10.3390/mi9040160] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/31/2018] [Revised: 03/22/2018] [Accepted: 03/23/2018] [Indexed: 12/19/2022]
Abstract
Droplet-based micromixers are essential units in many microfluidic devices for widespread applications, such as diagnostics and synthesis. The mixers can be either passive or active. When compared to active methods, the passive mixer is widely used because it does not require extra energy input apart from the pump drive. In recent years, several passive droplet-based mixers were developed, where mixing was characterized by both experiments and simulation. A unified physical understanding of both experimental processes and simulation models is beneficial for effectively developing new and efficient mixing techniques. This review covers the state-of-the-art passive droplet-based micromixers in microfluidics, which mainly focuses on three aspects: (1) Mixing parameters and analysis method; (2) Typical mixing element designs and the mixing characters in experiments; and, (3) Comprehensive introduction of numerical models used in microfluidic flow and diffusion.
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15
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Shahmohammadi Beni M, Zhao J, Yu K. Investigation of droplet behaviors for spray cooling using level set method. ANN NUCL ENERGY 2018. [DOI: 10.1016/j.anucene.2017.09.046] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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16
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Lan W, Du Y, Guo X, Liu A, Jing S, Li S. Flexible Microfluidic Fabrication of Anisotropic Polymer Microfibers. Ind Eng Chem Res 2017. [DOI: 10.1021/acs.iecr.7b03745] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Wenjie Lan
- State
Key Laboratory of Heavy Oil Processing, China University of Petroleum, Beijing 102249, China
| | - Yinjie Du
- State
Key Laboratory of Heavy Oil Processing, China University of Petroleum, Beijing 102249, China
| | - Xuqiang Guo
- State
Key Laboratory of Heavy Oil Processing, China University of Petroleum, Beijing 102249, China
| | - Aixian Liu
- State
Key Laboratory of Heavy Oil Processing, China University of Petroleum, Beijing 102249, China
| | - Shan Jing
- Institute
of Nuclear and New Energy Technology, Tsinghua University, Beijing 100084, China
| | - Shaowei Li
- Institute
of Nuclear and New Energy Technology, Tsinghua University, Beijing 100084, China
- State
Key Laboratory of Chemical Engineering, Tsinghua University, Beijing 100084, China
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17
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Numerical and experimental study of oil-in-water (O/W) droplet formation in a co-flowing capillary device. Colloids Surf A Physicochem Eng Asp 2017. [DOI: 10.1016/j.colsurfa.2017.05.041] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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18
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Optimization of de-esterified tragacanth microcapsules by computational fluid dynamic and the Taguchi design with purpose of the cell encapsulation. Int J Biol Macromol 2017; 105:17-26. [PMID: 28712996 DOI: 10.1016/j.ijbiomac.2017.06.059] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2017] [Revised: 05/27/2017] [Accepted: 06/11/2017] [Indexed: 11/24/2022]
Abstract
This work presents the development of the new De-Esterified Tragacanth (DET) microcapsules (MCs). Co-flow extrusion method was applied for producing the MCs; the processing parameters were optimized by the Taguchi design to obtain the smallest and the most spherical MCs. Computational Fluid Dynamic (CFD) modeling was accomplished to show the formation of droplets at different airflows, and finally, βTC3 pancreatic cells were encapsulated in the MCs. The optimum MCs had 214.58μm size and 60.75% sphericality. The air pressure and the cross-linking reaction of DET were the most influential parameter in size and the sphericality of MCs, respectively. CFD showed two velocity vortices with rotational flow formed in the chamber, which caused changing the droplet moving direction. The encapsulated cells were proliferated, and cell viability was not reduced during six days. These phenomena make DET MCs a potential candidate for the cell encapsulation.
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Jafarifar E, Hajialyani M, Akbari M, Rahimi M, Shokoohinia Y, Fattahi A. Preparation of a reproducible long-acting formulation of risperidone-loaded PLGA microspheres using microfluidic method. Pharm Dev Technol 2016; 22:836-843. [PMID: 27494230 DOI: 10.1080/10837450.2016.1221426] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
The aim of the present study is to prepare risperidone-loaded poly lactic-co-glycolic acid (PLGA) microspheres within microfluidic system and to achieve a formulation with uniform size and monotonic and reproducible release profile. In comparison to batch method, T-junction and serpentine chips were utilized and optimizing study was carried out at different processing parameters (e.g. PLGA and surfactant concentration and flow rates ratio of outer to inner phase). The computational fluid dynamic (CFD) modeling was performed, and loading and release study were carried out. CFD simulation indicates that increasing the flow rate of aqueous phase cause to decrease the droplet size, while the change in size of microspheres did not follow a specific pattern in the experimental results. The most uniform microspheres and narrowest standard deviation (66.79 μm ± 3.32) were achieved using T-junction chip, 1% polyvinylalcohol, 1% PLGA and flow rates ratio of 20. The microfluidic-assisted microspheres were more uniform with narrower size distribution. The release of risperidone from microspheres produced by the microfluidic method was more reproducible and closer to zero-order kinetic model. The release profile of formulation with 2:1 drug-to-polymer ratio was the most favorable release, in which 41.85% release could be achieved during 24 days.
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Affiliation(s)
- Elham Jafarifar
- a Student Research Committee , Kermanshah University of Medical Sciences , Kermanshah , Iran
| | - Marziyeh Hajialyani
- b Department of Pharmaceutics, Nano Drug Delivery Research Center, Faculty of Pharmacy, Kermanshah University of Medical Sciences , Kermanshah , Iran
| | - Mona Akbari
- c CFD Research Center, Chemical Engineering Department , Razi University , Kermanshah , Iran
| | - Masoud Rahimi
- c CFD Research Center, Chemical Engineering Department , Razi University , Kermanshah , Iran
| | - Yalda Shokoohinia
- d Department of Pharmaceutics, Pharmaceutical Sciences Research Center, School of Pharmacy, Kermanshah University of Medical Sciences , Kermanshah , Iran
| | - Ali Fattahi
- b Department of Pharmaceutics, Nano Drug Delivery Research Center, Faculty of Pharmacy, Kermanshah University of Medical Sciences , Kermanshah , Iran.,d Department of Pharmaceutics, Pharmaceutical Sciences Research Center, School of Pharmacy, Kermanshah University of Medical Sciences , Kermanshah , Iran
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20
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Boken J, Soni SK, Kumar D. Microfluidic Synthesis of Nanoparticles and their Biosensing Applications. Crit Rev Anal Chem 2016; 46:538-61. [DOI: 10.1080/10408347.2016.1169912] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
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21
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Numerical and experimental investigation of dripping and jetting flow in a coaxial micro-channel. Chem Eng Sci 2015. [DOI: 10.1016/j.ces.2015.05.004] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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22
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Zhao S, Riaud A, Luo G, Jin Y, Cheng Y. Simulation of liquid mixing inside micro-droplets by a lattice Boltzmann method. Chem Eng Sci 2015. [DOI: 10.1016/j.ces.2015.03.066] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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23
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Sajeesh P, Doble M, Sen AK. Hydrodynamic resistance and mobility of deformable objects in microfluidic channels. BIOMICROFLUIDICS 2014; 8:054112. [PMID: 25538806 PMCID: PMC4222326 DOI: 10.1063/1.4897332] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/28/2014] [Accepted: 09/25/2014] [Indexed: 05/12/2023]
Abstract
This work reports experimental and theoretical studies of hydrodynamic behaviour of deformable objects such as droplets and cells in a microchannel. Effects of mechanical properties including size and viscosity of these objects on their deformability, mobility, and induced hydrodynamic resistance are investigated. The experimental results revealed that the deformability of droplets, which is quantified in terms of deformability index (D.I.), depends on the droplet-to-channel size ratio [Formula: see text] and droplet-to-medium viscosity ratio [Formula: see text]. Using a large set of experimental data, for the first time, we provide a mathematical formula that correlates induced hydrodynamic resistance of a single droplet [Formula: see text] with the droplet size [Formula: see text] and viscosity [Formula: see text]. A simple theoretical model is developed to obtain closed form expressions for droplet mobility [Formula: see text] and [Formula: see text]. The predictions of the theoretical model successfully confront the experimental results in terms of the droplet mobility [Formula: see text] and induced hydrodynamic resistance [Formula: see text]. Numerical simulations are carried out using volume-of-fluid model to predict droplet generation and deformation of droplets of different size ratio [Formula: see text] and viscosity ratio [Formula: see text], which compare well with that obtained from the experiments. In a novel effort, we performed experiments to measure the bulk induced hydrodynamic resistance [Formula: see text] of different biological cells (yeast, L6, and HEK 293). The results reveal that the bulk induced hydrodynamic resistance [Formula: see text] is related to the cell concentration and apparent viscosity of the cells.
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Affiliation(s)
- P Sajeesh
- Department of Mechanical Engineering, Indian Institute of Technology Madras , Chennai-600036, India and Department of Biotechnology, Indian Institute of Technology Madras , Chennai-600036, India
| | - M Doble
- Department of Mechanical Engineering, Indian Institute of Technology Madras , Chennai-600036, India and Department of Biotechnology, Indian Institute of Technology Madras , Chennai-600036, India
| | - A K Sen
- Department of Mechanical Engineering, Indian Institute of Technology Madras , Chennai-600036, India and Department of Biotechnology, Indian Institute of Technology Madras , Chennai-600036, India
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