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Mixed Integer Linear Programming for Time-Optimal Cyclic Scheduling of High Throughput Screening Systems

机译:高通量筛选系统时间最优循环调度的混合整数线性规划

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摘要

High Throughput Screening (HTS) systems are highly technological and fully automated plants which are used for the analysis of thousands of biochemical substances to provide basis for the drug discovery process. As the operation of these systems is remarkably expensive, the scheduling for the processes of such complex systems is critical to the HTS companies. Since the processing time affects the throughput and the efficiency of the system, a time-optimal schedule must be developed for the system which can yield high throughputs. In this thesis, a Mixed Integer Programming model is presented, minimizing the overall processing time and therefore maximizing the throughput of the system. To generate the mathematical model, the principles of Job-Shop Scheduling and Cyclic Scheduling are utilized. The results of the study are supported by an experiment conducted at the High Throughput Screening plant at Washington University in St. Louis. As a conclusion, the model has generated a time-optimal cyclic schedule which improves the total processing time of the system by 3 minutes for 25 batches. The projection of the model for experiments that run with hundreds of batches is interpreted to generate greater improvements for the overall processing time of the system.
机译:高通量筛选(HTS)系统是高科技和全自动工厂,用于分析数千种生化物质,为药物开发过程提供基础。由于这些系统的操作非常昂贵,因此此类复杂系统的流程调度对于HTS公司至关重要。由于处理时间会影响系统的吞吐量和效率,因此必须为系统制定时间最优的计划,以产生高吞吐量。本文提出了一种混合整数规划模型,可以最大程度地减少整体处理时间,从而最大程度地提高系统的吞吐量。为了生成数学模型,利用了作业车间调度和循环调度的原理。该研究结果得到圣路易斯华盛顿大学高通量筛选工厂进行的实验的支持。结论是,该模型生成了一个时间最佳的循环计划,该计划将系统的总处理时间(25个批次)缩短了3分钟。解释了模型的投影,以进行数百批次的实验,可以为系统的整体处理时间带来更大的改进。

著录项

  • 作者

    Sahin, Deniz.;

  • 作者单位

    Southern Illinois University at Edwardsville.;

  • 授予单位 Southern Illinois University at Edwardsville.;
  • 学科 Industrial engineering.;Engineering.;Operations research.
  • 学位 M.S.
  • 年度 2018
  • 页码 58 p.
  • 总页数 58
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 世界各国经济概况、经济史、经济地理;
  • 关键词

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