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Incorporating Enhanced Decision-Making Capabilities into a Hybrid Simulator for Scheduling of Batch Processes

机译:将增强的决策能力整合到用于批量处理计划的混合模拟器中

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A simulation model can accurately capture the details of product recipes in a batch process. By incorporating enhanced capabilities for making key assignment decisions in the simulation executive a model can mimic the experiential knowledge and rules employed in operating a process. As the process complexity and problem size increase using the mathematical programming (MP) techniques to generate schedules becomes increasingly difficult. A simulation run typically takes very little computation time and generates a schedule that is verifiable. Moreover, the model can be used to explore a wide range of parametric space to evaluate alternate policies and the impact of process uncertainties. Although there is no guarantee of optimality, the quality of schedules thus generated is very good and can be deployed in operations. In this paper the decision-making capabilities of the BATCHES simulator are presented with its application to a set of scheduling problems reported extensively in the literature. The results show that ‘smart’ simulation can be used effectively for a large set of scheduling problems.
机译:仿真模型可以在批处理过程中准确捕获产品配方的详细信息。通过在模拟执行程序中合并用于做出关键分配决策的增强功能,模型可以模仿在操作流程中使用的经验知识和规则。随着过程复杂性和问题规模的增加,使用数学编程(MP)技术生成计划表变得越来越困难。仿真运行通常只需要很少的计算时间,并生成可验证的时间表。此外,该模型可用于探索广泛的参数空间,以评估替代策略和过程不确定性的影响。尽管不能保证最优性,但是由此生成的进度表的质量非常好,可以在操作中部署。在本文中,BATCHES仿真器的决策能力及其在一系列调度问题中的应用得到了介绍,这些问题在文献中已有广泛报道。结果表明,“智能”仿真可以有效地用于处理大量调度问题。

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