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

Algorithms Pub Date : 2024-03-19 DOI:10.3390/a17030127
Eugene Levner, V. Kats, Pengyu Yan, Ada Che
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Abstract

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.
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基于 PERT/CPM 项目管理技术的高通量筛选调度快速算法
高通量筛选系统是自动扫描和实时分析数千种生化样本和试剂的机器人单元。所要解决的问题是找到一个机器人移动的最佳循环时间表,以确保细胞发挥最大性能。为了解决这个问题,我们提出了一种新的参数 PERT/CPM 项目管理方法的高效版本,该方法与能够剔除不可行计划的组合子算法相结合。获得的主要结果是,新的快速 PERT/CPM 方法能在强多项式时间内找到解决大型问题的最佳稳健计划,而现有算法无法实现这一点。
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