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How To RAMI 4.0: Towards An Agent-based Information Management Architecture

机译:如何RAMI 4.0:迈向基于代理的信息管理体系结构

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With the latest advances in digitalization and Industry 4.0, the manufacturing industry is collecting more and more production data. However, with the increasing interconnection of machines, not only the volume but also the variety of data is being expanded. The data life cycles of collection, processing, combining, analyzing and feeding new findings back into sources are becoming increasingly challenging for data scientists to complete. Reference architectures such as the RAMI 4.0 provide conceptual guidelines to address these problems. In this paper, we focus on the implementation of an agent-based architecture that is in line with RAMI 4.0. This architecture implements the guidelines provided by RAMI 4.0 by applying modern approaches from the areas of data lake based data acquisition, semantic description, look up and processing as well as information utilization.
机译:随着数字化和工业4.0的最新发展,制造业正在收集越来越多的生产数据。但是,随着机器之间相互连接的增加,不仅数量不断增加,而且数据种类也在不断扩大。对于数据科学家而言,收集,处理,组合,分析和将新发现反馈回源的数据生命周期正变得越来越具有挑战性。诸如RAMI 4.0之类的参考体系结构提供了解决这些问题的概念性指南。在本文中,我们着重于实现与RAMI 4.0一致的基于代理的体系结构。该体系结构通过应用基于数据湖,数据描述,语义描述,查找和处理以及信息利用等领域的现代方法,来实现RAMI 4.0提供的指导原则。

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