Optimal inventory control for bottleneck isolation in general processes

IF 3.9 2区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS
Archana Kumaraswamy, Evren Mert Turan, Johannes Jäschke
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引用次数: 0

Abstract

Optimal inventory control seeks to isolate the economic effect of bottlenecks and maximise the throughput of processes. This is challenging in complex topologies with disturbances causing shifting bottlenecks. Decentralised and model predictive control schemes have been proposed for bottleneck isolation of sequential processes. Although decentralised control schemes work well for sequential processes, they are difficult to apply to more complex topologies such as parallel arrangement of units, flow splits, mergers, and recycles that are common in the industry. In contrast, such multi-input multi-output systems can be naturally handled with model predictive control schemes. This work extends a preliminary model predictive control scheme in the literature to achieve bottleneck isolation in general process topologies. In particular, a seriatim amongst inventories and system outflows is created using weights in the objective function. Our approach is simple to implement and is shown to optimally isolate bottlenecks on a wide range of case studies and topologies.
一般工艺中瓶颈隔离的最优库存控制
最佳库存控制旨在隔离瓶颈的经济影响,并最大限度地提高流程的吞吐量。这在复杂的拓扑结构中是具有挑战性的,因为干扰会导致移动瓶颈。针对顺序过程的瓶颈隔离问题,提出了分散和模型预测控制方案。尽管分散控制方案对顺序过程很有效,但它们很难应用于更复杂的拓扑结构,如并行安排单元、流分裂、合并和工业中常见的循环。相比之下,这种多输入多输出系统可以用模型预测控制方案自然地处理。这项工作扩展了文献中的初步模型预测控制方案,以实现一般过程拓扑中的瓶颈隔离。特别是,库存和系统流出之间的序列是使用目标函数中的权重创建的。我们的方法易于实现,并被证明可以在广泛的案例研究和拓扑中以最佳方式隔离瓶颈。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Process Control
Journal of Process Control 工程技术-工程:化工
CiteScore
7.00
自引率
11.90%
发文量
159
审稿时长
74 days
期刊介绍: This international journal covers the application of control theory, operations research, computer science and engineering principles to the solution of process control problems. In addition to the traditional chemical processing and manufacturing applications, the scope of process control problems involves a wide range of applications that includes energy processes, nano-technology, systems biology, bio-medical engineering, pharmaceutical processing technology, energy storage and conversion, smart grid, and data analytics among others. Papers on the theory in these areas will also be accepted provided the theoretical contribution is aimed at the application and the development of process control techniques. Topics covered include: • Control applications• Process monitoring• Plant-wide control• Process control systems• Control techniques and algorithms• Process modelling and simulation• Design methods Advanced design methods exclude well established and widely studied traditional design techniques such as PID tuning and its many variants. Applications in fields such as control of automotive engines, machinery and robotics are not deemed suitable unless a clear motivation for the relevance to process control is provided.
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