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Network Synthesis for Industry 4.0

机译:工业4.0网络综合

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摘要

Today’s factory machines are ever more connected with SCADA, MES, ERP applications as well as external systems for data analysis. Different types of network architectures must be used for this purpose. For instance, control applications at the lowest level are susceptible to delays and errors while data analysis with machine learning procedures requires to move a large amount of data without real-time constraints. Standard data formats, like Automation Markup Language (AML), have been established to document factory environment, machine placement and network deployment, however, no automatic technique is currently available in the context of Industry 4.0 to choose the best mix of network architectures according to spacial constraints, cost, and performance. We propose to fill this gap by formulating an optimization problem. First of all, spatial and communication requirements are extracted from the AML description. Then, the optimal interconnection of wired or wireless channels is obtained according to application objectives. Finally, this result is back-annotated to AML to be used in the life cycle of the production system. The proposed methodology is described through a small, but complete, smart production plant.
机译:如今的工厂机器与SCADA,MES,ERP应用程序以及用于数据分析的外部系统之间的连接越来越紧密。为此必须使用不同类型的网络体系结构。例如,最低级别的控制应用程序容易受到延迟和错误的影响,而使用机器学习程序进行的数据分析则需要在没有实时约束的情况下移动大量数据。已经建立了诸如自动化标记语言(AML)之类的标准数据格式来记录工厂环境,机器放置和网络部署,但是,在Industry 4.0的环境下,目前尚没有自动技术可以根据以下情况选择最佳的网络架构组合:空间限制,成本和性能。我们建议通过提出优化问题来填补这一空白。首先,从AML描述中提取空间和通信要求。然后,根据应用目的获得有线或无线信道的最佳互连。最后,此结果将回注到AML,以在生产系统的生命周期中使用。通过一个小型但完整的智能生产工厂来描述所建议的方法。

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