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Integrating process dynamics within batch process scheduling via mixed-integer dynamic optimization

机译:通过混合整数动态优化将流程动态集成到批处理流程计划中

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摘要

During batch process scheduling, products' batch size, processing conditions as well as operating times are usually established offline and considered out of the scope of the decision making stage. In practice, process dynamics may vary from the ones forecasted, in such a manner that the predicted optimal conditions will not be the best in practice. As a result of this mismatch, the plant usually operates under sub-optimal conditions, but if the process is flexible, its processing conditions can still be adapted to the actual plant needs in order to improve the overall performance. Given this situation, there is a strong motivation for developing models and optimization tools to fully integrate process dynamics into batch scheduling. In this work, the potential of directly including control variables with time varying values and variable batch sizes in the scheduling of batch plants is explored. The optimization of process dynamics, which is time varying, along with scheduling tasks is accomplished using rigorous mixed-integer dynamic optimization techniques. Through several examples, we show that integrating both decision-making levels can lead to significant economic savings.
机译:在批生产过程计划中,产品的批生产大小,加工条件以及运行时间通常是离线确定的,并超出了决策阶段的范围。在实践中,过程动态可能与预测的动态有所不同,以至于预测的最佳条件在实践中不会是最佳的。由于这种不匹配,工厂通常会在次优条件下运行,但如果过程灵活,其处理条件仍可以适应工厂的实际需求,以提高整体性能。在这种情况下,强烈需要开发模型和优化工具,以将过程动力学完全集成到批处理计划中。在这项工作中,探索了将具有时变值和可变批次大小的控制变量直接包含在批处理工厂的调度中的潜力。使用严格的混合整数动态优化技术可实现时变过程动态优化以及计划任务。通过几个例子,我们表明,将两个决策水平整合在一起可以节省大量的经济。

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