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题名

Placement of Digital Microfluidic Biochips via a New Evolutionary Algorithm

作者
通讯作者Bo Yuan
发表日期
2021-11
DOI
发表期刊
ISSN
1084-4309
EISSN
1557-7309
卷号26期号:6
摘要

Digital microfluidic biochips (DMFBs) have been a revolutionary platform for automating and miniaturizing laboratory procedures with the advantages of flexibility and reconfigurability. The placement problem is one of the most challenging issues in the design automation of DMFBs. It contains three interacting NP-hard sub-problems: resource binding, operation scheduling, and module placement. Besides, during the optimization of placement, complex constraints must be satisfied to guarantee feasible solutions, such as precedence constraints, storage constraints, and resource constraints. In this article, a new placement method for DMFB is proposed based on an evolutionary algorithm with novel heuristic-based decoding strategies for both operation scheduling and module placement. Specifically, instead of using the previous list scheduler and pathscheduler for decoding operation scheduling chromosomes, we introduce a new heuristic scheduling algorithm (called order scheduler) with fewer limitations on the search space for operation scheduling solutions.Besides, a new 3D placer that combines both scheduling and placement is proposed where the usage of the microfluidic array over time in the chip is recorded flexibly, which is able to represent more feasible solutions for module placement. Compared with the state-of-the-art placement methods (T-tree and 3D-DDM), the experimental results demonstrate the superiority of the proposed method based on several real-world bioassay benchmarks. The proposed method can find the optimal results with the minimum assay completion time for
all test cases.

关键词
相关链接[来源记录]
收录类别
语种
英语
学校署名
第一 ; 通讯
资助项目
National Natural Science Foundation of China[61976111] ; Guangdong Provincial Key Laboratory[2020B121201001] ; Program for Guangdong Introducing Innovative and Entrepreneurial Teams[2017ZT07x386] ; Shenzhen Science and Technology Program["KQTD2016112514355531","JCYJ20180504165652917"]
WOS研究方向
Computer Science
WOS类目
Computer Science, Hardware & Architecture ; Computer Science, Software Engineering
WOS记录号
WOS:000756208000002
出版者
来源库
人工提交
引用统计
被引频次[WOS]:2
成果类型期刊论文
条目标识符http://sustech.caswiz.com/handle/2SGJ60CL/257258
专题南方科技大学
工学院_计算机科学与工程系
作者单位
1.Southern University of Science and Technology
2.National Tsing Hua University
3.University of Birmingham
第一作者单位南方科技大学
通讯作者单位南方科技大学
第一作者的第一单位南方科技大学
推荐引用方式
GB/T 7714
Chen Jiang,Bo Yuan,Tsung-Yi Ho,et al. Placement of Digital Microfluidic Biochips via a New Evolutionary Algorithm[J]. ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS,2021,26(6).
APA
Chen Jiang,Bo Yuan,Tsung-Yi Ho,&Xin Yao.(2021).Placement of Digital Microfluidic Biochips via a New Evolutionary Algorithm.ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS,26(6).
MLA
Chen Jiang,et al."Placement of Digital Microfluidic Biochips via a New Evolutionary Algorithm".ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS 26.6(2021).
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