A rapid control prototyping platform methodology for decentralized automation

Florian Kastner, Benedikt Janßen, Sebastian Schwanewilms, M. Hübner
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引用次数: 1

Abstract

Today's industrial requirements regarding the ability of embedded devices used for decentralized automation are increasing. Industrial providers of automation equipment strive to make their products and thus, industrial plants, smarter to raise efficiency. This evolution is based on new technologies like machine learning, predictive maintenance, sensor fusion and advanced process controls. These techniques require performance and energy efficient hardware platforms supporting a fast execution of computational intensive algorithms in compliance with real-time constraints. Therefore, to achieve these targets in a cost-efficient manner, the sharing of hardware resources to implement advanced process controls or machine learning algorithms is beneficial. Further, if different institutions integrating intellectual property (IP) into a single platform a certain degree of isolation is mandatory to protect their IP against theft or manipulation. In this paper, we propose a rapid control prototyping platform supporting the sharing of resources in an isolated manner to evaluate new control or monitoring strategies on a single platform with the help of Linux Containers for process isolation, MQTT for interprocess communication, OPC UA for vertical integration and partial bitstreams.
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一种用于分散自动化的快速控制原型平台方法
今天的工业对用于分散自动化的嵌入式设备的能力的要求越来越高。自动化设备的工业供应商努力使他们的产品,从而使工业工厂更智能,以提高效率。这种演变是基于机器学习、预测性维护、传感器融合和先进过程控制等新技术。这些技术需要性能和能源高效的硬件平台,支持符合实时约束的计算密集型算法的快速执行。因此,为了以经济有效的方式实现这些目标,共享硬件资源以实现先进的过程控制或机器学习算法是有益的。此外,如果不同的机构将知识产权(IP)整合到单一平台中,则必须进行一定程度的隔离,以保护其知识产权免遭盗窃或操纵。在本文中,我们提出了一个快速控制原型平台,该平台支持以隔离的方式共享资源,以在单个平台上评估新的控制或监控策略,并借助Linux容器进行进程隔离,MQTT进行进程间通信,OPC UA进行垂直集成和部分比特流。
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