考虑可靠性和数字孪生概念的包装线的排序和规划-一个糖生产厂的案例研究

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
A. Dąbrowska, R. Giel, Klaudia Winiarska
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引用次数: 1

摘要

. 背景:本研究的重点是简化制糖和包装生产的糖业作为一个案例研究。所分析的系统具有平行包装线的特点,它们具有序列无关的设置时间,共享一个资源。此外,在许多企业中出现的特殊特性使调度变得困难。该系统的特点是可变输入流的同时发生,进程的调度,并包括机器的可靠性。由于输入参数的可变性,考虑使用数字孪生是合适的,它是真实过程性能的虚拟表示。因此,本文的目的是双重的。首先,考虑物流系统可靠性对系统性能的影响,对分流机的时序确定进行了分析。其次,提出了在所分析的生产过程中实施数字孪生的概念。方法:对选定的制糖行业的制糖-包装生产过程建立生产线效率的数学模型。研究了不同顺序的分流机,以检查系统的效率,可用性和包装线的利用率。利用计算机模拟对两种情况进行了研究。结果:通过计算机模拟实验研究了包装线的排序和规划问题。获得的结果为情况下的公司表明,首选的包装顺序和操作参数之间的显著依赖。结论:模拟结果证实了内部和外部因素对糖线包装过程的影响。开发的仿真模型的主要优点是确定输入流的大小与系统可用性级别之间的关系,以及确定在被分析的公司中实施DT概念的可能性的主要约束。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Sequencing and planning of packaging lines with reliability and Digital Twin concept considerations – a case study of a sugar production plant
. Background: The study focuses on simplified make-and-pack production in the sugar industry as a case study. The analyzed system is characterized by parallel packing lines, which share one resource with a sequence-independent setup time. Additionally, the special characteristics that occur in many enterprises make scheduling difficult. The special characteristics of the system are the simultaneous occurrence of a variable input stream, scheduling of processes, and including the reliability of machines. Due to the variability of the input parameters, it is appropriate to consider the use of Digital Twin, which is a virtual representation of the real processes' performance. Therefore, this purpose of the paper is two-fold. First, an analysis of sequence determination of the stream-splitting machine was performed with taking into account the impact of logistics system reliability on system performance. Second, the concept of implementing Digital Twin in the analyzed production process is presented. Methods: The mathematical model for line efficiency was developed on the presented make-and-pack production presented in the selected sugar industry. Different sequences of stream-splitting machines were studied to examine the system's efficiency, availability, and utilization of packaging lines. Two scenarios were investigated with the use of computer simulation. Results: Computer simulation experiments were performed to investigate the sequencing and planning of packaging line problems. The results obtained for the case company indicated a significant dependence between the preferred packing sequence and the operational parameters. Conclusions: The simulations confirm the influence of internal and external factors on sugar line packaging processes. The main advantage of the developed simulation model is identifying the relationship between the size of the input stream and the system's availability level, as well as identifying the main constraints on the possibility of implementing the DT concept in the analyzed company.
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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