数字化生产方案建模的对象关系技术

D.A. Berenov, V.A. Rasskazova
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引用次数: 0

摘要

工业4.0领域是研究和优化生产和工业问题的最有前景的领域之一。该领域的主要问题涉及对具有不同来源和来源的海量数据进行必要的分析和处理。特别是来自各种自动来源的数据,以及由于人为管理而获得的数据,无论是从结构上还是从本身的意义上都变得相去甚远。经常发生的情况是,这样一种不同的综合形式的数据可能包含重要的分析信息,而且还可以用于技术过程的转换。同时,在一个重要的异步框架内提供分析是相当困难的,有时它成为一个实际无法解决的问题。在这方面,开发专门的方法来收集、存储和处理各种结构的大数据的问题变得至关重要。这是本工作的目的,它提出了一种基于对象关系概念的组织数据的新方法,作为生产建模的通用结构。所提出的方法基于“对象”的概念,对象是生产链中的任何实体(工厂、车间、机器、生产操作、生产单元等)。对象关系方法与智能体建模方法的关键区别在于不将行为场景强加于对象。因此,“对象”结构被授权与所考虑的模型框架内的其他“对象”建立任何关系,这反过来又允许将各种数据积累到单个层次结构中,并保证任何级别分析的可靠性。所提出的对象关系方法已在多个全尺寸生产现场得到应用,从而验证了其稳定性和可操作性。本文对应用对象关系法解决钢铁生产中产品技术通行证形成问题的关键绩效指标进行了分析,并探讨了进一步发展的途径。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Object Relation Technique for Modelling of Digital Production Solutions

A field of Industry 4.0 is one of the most perspective with respect to research and optimization of production and industrial problems. The main problems in this field are connected with necessary analysis and processing of a huge data, which have a different native and sources. Particularly, the data from various automatic sources, as well as getting due to human management, become far away from each other both from the structure point of view and the native meaning. And there often occur, that such a different data in integrated form could contain a significant information for analysis, and moreover for a transformation of the technological process. At the same time, it is rather difficult to provide an analysis in frame of a significant asynchrony, and sometimes it becomes to a practical unsolvable problem. In this regard, the problem on developing of specialized methods for collecting, storing and processing big data of various structures are becoming fundamentally relevant. This is the purpose of the present work, which proposes a new method for organizing data based on the concept of object relations as a universal structure for production modeling. The proposed method is based on the concept of an "object", which is any entity of the production chain (plant, workshop, machine, production operation, unit of production, etc.) The key difference between the method of object relations and agent modeling is the fact that no behavioral scenarios are imposed on objects. Thus, the "object" structure turns out to be authorized to enter into any relationship with other "objects" within the framework of the model under consideration, which in turn allows to accumulate various kinds of data into a single hierarchy and guarantees the reliability of analysis at any level. The proposed method of object relations has been applied at several full-scale production sites, thereby confirming its stability and operability. The paper provides an analysis of key performance indicators of the application of the method of object relations to solve the problem of forming a technological passport of a product at the steel production, and also discusses ways of further development.

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