Fast Algorithm for High-Throughput Screening Scheduling Based on the PERT/CPM Project Management Technique

被引:0
|
作者
Levner, Eugene [1 ]
Kats, Vladimir [2 ]
Yan, Pengyu [3 ]
Che, Ada [4 ]
机构
[1] Holon Inst Technol, Sch Comp Sci, IL-5810201 Holon, Israel
[2] Inst Ind Math, IL-8424902 Beer Sheva, Israel
[3] Univ Elect Sci & Technol China, Sch Econ & Management, Chengdu 610054, Peoples R China
[4] Northwestern Polytech Univ, Sch Management, Xian 710072, Peoples R China
关键词
cyclic robot scheduling; high-throughput screening; parametric PERT/CPM; project management; polynomial time algorithm;
D O I
10.3390/a17030127
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
High-throughput screening systems are robotic cells that automatically scan and analyze thousands of biochemical samples and reagents in real time. The problem under consideration is to find an optimal cyclic schedule of robot moves that ensures maximum cell performance. To address this issue, we proposed a new efficient version of the parametric PERT/CPM project management method that works in conjunction with a combinatorial subalgorithm capable of rejecting unfeasible schedules. The main result obtained is that the new fast PERT/CPM method finds optimal robust schedules for solving large size problems in strongly polynomial time, which cannot be achieved using existing algorithms.
引用
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页数:18
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