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Scheduling of Energy-Integrated Batch Process Systems Using a Pattern-Based Framework

机译:基于模式的框架的能量集成批处理系统调度

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In this paper, a novel pattern-based method is developed for the generation of optimal schedules for energy-integrated batch process systems. The proposed methodology is based on the analysis of available schedules for the identification of repetitive patterns. It is shown that optimal schedules of energy-integrated batch processes are composed of several repeating sections (or building blocks), and their sizes and relative positions are dependent on the scheduling horizon and constraints. Based on such a decomposition, the proposed pattern-based algorithm generates an optimal schedule by computing the number and sequence of these blocks. The framework is then integrated with rigorous optimization-based approach wherein it is shown that the learning from the pattern-based solution significantly improves the performance of rigorous optimization. The main advantage of the pattern-based method is the significant reduction in computational time required to solve large scheduling problems, thus enabling the possibility of on-line rescheduling. Three literature examples were considered to demonstrate the presence of repeating patterns in optimal schedules of energy-integrated batch systems. The effectiveness of the proposed methodology was illustrated using an integrated reactor-separator system.
机译:在本文中,开发了一种新颖的基于模式的方法,用于为能源集成的批处理系统生成最佳计划。所提出的方法是基于对可用于识别重复模式的时间表的分析。结果表明,能量集成批处理的最佳计划表由几个重复部分(或构件)组成,它们的大小和相对位置取决于计划范围和约束。基于这种分解,所提出的基于模式的算法通过计算这些块的数量和顺序来生成最佳调度。然后,该框架与基于严格优化的方法集成在一起,其中表明从基于模式的解决方案中学习可以显着提高严格优化的性能。基于模式的方法的主要优点是大大减少了解决大型调度问题所需的计算时间,从而使在线重新调度成为可能。考虑了三个文献示例,以证明在能量集成批处理系统的最佳计划中存在重复模式。使用集成的反应器-分离器系统说明了所提出方法的有效性。

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