循环供应链中的动态、不确定性和控制

IF 3.9 2区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Computers & Chemical Engineering Pub Date : 2023-10-07 DOI:10.1016/j.compchemeng.2023.108441
Raymond Park , Erhan Kutanoglu , Michael Baldea
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引用次数: 0

摘要

本文介绍了一个基于状态-任务网络范式的循环供应链原型动态模型,以及一个描述不确定性对系统动力学影响的框架。处理任务使用传递函数和饱和函数来表示,以捕获物理限制,如库存消耗。在上述传递函数中使用了物理驱动的不确定参数。推导了物料库存在不同状态下的均值和方差的封闭表达式,表明库存的方差随着时间的推移而增大。通过广泛的仿真验证了结果,并辅以模型预测控制的示例实现,以跟踪材料库存目标并减少方差。
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Dynamics, uncertainty and control in circular supply chains

This work introduces a prototype dynamic model of a circular supply chain based on the state-task network paradigm, and a framework for characterizing the effect of uncertainty on the system dynamics. Processing tasks are represented using transfer functions coupled with saturation functions to capture physical limitations such as inventory depletion. Physically-motivated uncertain parameters are used in the aforementioned transfer functions. Closed-form expressions are derived for the mean and variance of inventories of material in different states, showing that the variance of inventory increases over time. The results are validated via extensive simulations, complemented by an example implementation of model predictive control for tracking material inventory targets and reducing variance.

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来源期刊
Computers & Chemical Engineering
Computers & Chemical Engineering 工程技术-工程:化工
CiteScore
8.70
自引率
14.00%
发文量
374
审稿时长
70 days
期刊介绍: Computers & Chemical Engineering is primarily a journal of record for new developments in the application of computing and systems technology to chemical engineering problems.
期刊最新文献
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