Multi-Objective Optimizations of a Serpentine Micromixer with Crossing Channels at Low and High Reynolds Numbers

被引:16
|
作者
Raza, Wasim [1 ]
Ma, Sang-Bum [1 ]
Kim, Kwang-Yong [1 ]
机构
[1] Inha Univ, Dept Mech Engn, Incheon 22212, South Korea
来源
MICROMACHINES | 2018年 / 9卷 / 03期
关键词
micromixer; multi-objective optimization; Reynolds number; Navier-Stokes equations; surrogate modeling; pressure drop; STAGGERED HERRINGBONE MICROMIXER; MICROFLUIDIC SYSTEMS; MIXING PRINCIPLES; MICROCHANNELS; DEVICES;
D O I
10.3390/mi9030110
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
In order to maximize the mixing performance of a micromixer with an integrated three-dimensional serpentine and split-and-recombination configuration, multi-objective optimizations were performed at two different Reynolds numbers, 1 and 120, based on numerical simulation. Numerical analyses of fluid flow and mixing in the micromixer were performed using three-dimensional Navier-Stokes equations and convection-diffusion equation. Three dimensionless design variables that were related to the geometry of the micromixer were selected as design variables for optimization. Mixing index at the exit and pressure drop through the micromixer were employed as two objective functions. A parametric study was carried out to explore the effects of the design variables on the objective functions. Latin hypercube sampling method as a design-of-experiment technique has been used to select design points in the design space. Surrogate modeling of the objective functions was performed by using radial basis neural network. Concave Pareto-optimal curves comprising of Pareto-optimal solutions that represents the trade-off between the objective functions were obtained using a multi-objective genetic algorithm at Re = 1 and 120. Through the optimizations, maximum enhancements of 18.8% and 6.0% in mixing index were achieved at Re = 1 and 120, respectively.
引用
收藏
页数:18
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