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An Evolutionary Multi-objective Optimization algorithm for the routing of droplets in Digital Microfluidic Biochips

机译:数字微流体生物芯片中液滴路由的进化多目标优化算法

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Many laboratory scale biochemical processes, including clinical diagnostics are being revolutionized by Digital Microfluidic Biochips (DMFBs). This is owing to their high automation capability, low cost, portability, and efficiency. Central to the efficient operation of these devices is the droplet routing problem that aims to drive a set of droplets, each from its source to its target cells, without violating a given set of fluidic and timing constraints. The efficiency of the routing is measured by the amount of cells used and the arrival time of the latest droplet and both criteria are aimed to be minimized simultaneously. To solve this problem we propose an Evolutionary Multi-objective Optimization algorithm for the Droplet Routing problem (EMO-DR) based on the NSGA-II framework, where the crossover operator is not used. EMO-DR features new mutation operators and a biased random generator of initial solutions. Experimental results show that the proposed approach produces competitive results when compared with those obtained through state-of-the-art methods. The paper also highlights the main challenges that evolutionary approaches need to solve when dealing with this routing problem. (C) 2017 Elsevier Inc. All rights reserved.
机译:许多实验室规模的生化过程,包括临床诊断,正在通过数字微流体生物芯片(DMFB)彻底改变。这是由于其高自动化能力,低成本,便携性和效率。这些设备的有效操作的核心是液滴路由问题,其旨在驱动一组液滴,每个液滴,每个液滴从其源极到其目标细胞,而不违反给定的流体和时序约束。路由的效率通过所使用的细胞量和最新液滴的到达时间来测量,并且旨在同时最小化。为了解决这个问题,我们提出了一种基于NSGA-II框架的液滴路由问题(EMO-DR)的进化多目标优化算法,不使用交叉操作员。 EMO-DR具有新的突变运算符和初始解决方案的偏置随机发生器。实验结果表明,与通过最先进的方法获得的人相比,该方法产生竞争力。本文还突出了进化方法在处理该路由问题时解决的主要挑战。 (c)2017年Elsevier Inc.保留所有权利。

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