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2021 26th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA )最新文献

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Enabling Component Reuse in Model-based System Engineering of Cyber-Physical Production Systems 在基于模型的信息物理生产系统工程中实现组件复用
Stefano Spellini, Sebastiano Gaiardelli, M. Lora, F. Fummi
Manufacturing lines are evolving into complex cyber-physical production systems. However, their growth in complexity is not matched by the development of structured modeling and design methodologies. In particular, approaches exploiting both models typical of the manufacturing domain and models used by computer engineers are still missing. In this work, we outline a design flow contemplating the reuse of already existing manufacturing lines' models, while designing novel advanced production systems. To enable such a flow, we propose a methodology extracting System Modeling Language (SysML) structural diagrams from AutomationML descriptions. Then, we propose to design the system functionalities on top of the produced diagrams. The paper shows the application of the methodology to a concrete manufacturing line, the structure of which was originally modeled using AutomationML. To exemplify the advantages of the methodology, we exploit the models being generated to automatically extract a digital twin for the production system transportation line. The resulting digital twin is compliant with a well-known plant simulation tool.
生产线正在演变成复杂的网络-物理生产系统。然而,它们复杂性的增长与结构化建模和设计方法的发展并不匹配。特别是,利用制造领域的典型模型和计算机工程师使用的模型的方法仍然缺失。在这项工作中,我们概述了一个设计流程,考虑重用已经存在的生产线模型,同时设计新颖的先进生产系统。为了实现这样的流程,我们提出了一种从AutomationML描述中提取系统建模语言(SysML)结构图的方法。然后,我们建议在生成的图的基础上设计系统功能。本文展示了该方法在混凝土生产线上的应用,该生产线的结构最初是用AutomationML建模的。为了举例说明该方法的优点,我们利用正在生成的模型来自动提取生产系统运输线的数字孪生。由此产生的数字孪生符合一个知名的工厂模拟工具。
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引用次数: 3
Knowledge-Based Digital Twin for Predicting Interactions in Human-Robot Collaboration 基于知识的数字孪生预测人机协作中的交互
T. Tuli, Linus Kohl, S. Chala, M. Manns, Fazel Ansari
Semantic representation of motions in a human-robot collaborative environment is essential for agile design and development of digital twins (DT) towards ensuring efficient collaboration between humans and robots in hybrid work systems, e.g., in assembly operations. Dividing activities into actions helps to further conceptualize motion models for predicting what a human intends to do in a hybrid work system. However, it is not straightforward to identify human intentions in collaborative operations for robots to understand and collaborate. This paper presents a concept for semantic representation of human actions and intention prediction using a flexible task ontology interface in the semantic data hub stored in a domain knowledge base. This semantic data hub enables the construction of a DT with corresponding reasoning and simulation algorithms. Furthermore, a knowledge-based DT concept is used to analyze and verify the presented use-case of Human-Robot Collaboration in assembly operations. The preliminary evaluation showed a promising reduction of time for assembly tasks, which identifies the potential to i) improve efficiency reflected by reducing costs and errors and ultimately ii) assist human workers in improving decision making. Thus the contribution of the current work involves a marriage of machine learning, robotics, and ontology engineering into DT to improve human-robot interaction and productivity in a collaborative production environment.
人机协作环境中运动的语义表示对于数字孪生(DT)的敏捷设计和开发至关重要,以确保混合工作系统(例如装配操作)中人与机器人之间的有效协作。将活动划分为动作有助于进一步概念化运动模型,以预测人类在混合工作系统中打算做什么。然而,在机器人理解和协作的协同操作中,识别人类的意图并不是直截了当的。本文提出了一种利用领域知识库中存储的语义数据中心中的灵活任务本体接口对人类行为进行语义表示和意图预测的概念。这个语义数据中心允许构建具有相应推理和仿真算法的DT。此外,基于知识的DT概念用于分析和验证装配操作中人机协作的用例。初步评估显示,有希望减少装配任务的时间,这确定了i)通过减少成本和错误来提高效率的潜力,并最终ii)帮助人类工人改进决策。因此,当前工作的贡献包括将机器学习、机器人技术和本体工程结合到DT中,以改善协作生产环境中的人机交互和生产力。
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引用次数: 13
End System TSN Enablement Using OPC UA 通过OPC UA使能TSN
Alexander Gogolev, Roland Braun
Adoption of TSN and OPC UA in industrial automation foresees their configuration and even co-configuration. However, resource-constrained end systems may not have the capacity for designated TSN configuration engines, and thus may benefit from access to the necessary configuration through OPC UA. This paper showcases such an example: a DI-compatible OPC UA information model and back-end that enable QoS/TSN configuration over OPC UA. The presented development precedes the OPC foundation FX group (Ex-FLC, Ex-Shapers) releases and addresses not only PubSub-relevant network configuration, but also client-server, clock synchronization, and transmission scheduling.
TSN和OPC UA在工业自动化中的应用预示着它们的配置甚至协同配置。但是,资源受限的终端系统可能没有指定TSN配置引擎的能力,因此可以通过OPC UA访问必要的配置。本文展示了这样一个例子:一个与di兼容的OPC UA信息模型和后端能够在OPC UA上实现QoS/TSN配置。在此之前,OPC基金会FX组(Ex-FLC, Ex-Shapers)发布并解决了与pubsub相关的网络配置,以及客户端-服务器,时钟同步和传输调度。
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引用次数: 2
Adaptive Decoupling of Multivariable Systems Using Extremum-Seeking Approach* 基于极值求法的多变量系统自适应解耦*
Amirreza Zaman, W. Birk, K. Atta, Martin Mörtsell
Decentralized control of MIMO system is still the dominating control strategy in industry for its ease in design and maintenance, despite its known shortcomings in performance. In this article, an online decoupling scheme of MIMO processes using an extremum-seeking approach is proposed. By applying the developed method, at first, the system's loop interactions are estimated in real-time using phasor extremum seeking, and then, a pre-compensator matrix is calculated and augmented to the process by minimizing the loop interactions. The presented online decoupling approach is a model-free method, and only the plant's inputs and outputs are analyzed to provide the decentralized control protocol. Numerical results provide the effectiveness of the developed method for a two-input, two-output (TITO) control system.
尽管分散控制在性能上存在不足,但由于其易于设计和维护,仍然是工业上主要的控制策略。本文提出了一种基于极值寻求方法的MIMO过程在线解耦方案。应用该方法,首先利用相量极值法实时估计系统的回路相互作用,然后计算预补偿器矩阵,并通过最小化回路相互作用对过程进行增广。所提出的在线解耦方法是一种无模型的方法,只分析对象的输入和输出来提供分散控制协议。数值结果表明,该方法对于双输入双输出控制系统是有效的。
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引用次数: 1
Automated Dependency Resolution for Dynamic Reconfiguration of IEC 61499 IEC 61499动态重配置的自动依赖解析
Laurin Prenzel, S. Steinhorst
Dynamic reconfiguration and adaptability are crucial features in the evolution from automation to autonomy of industrial control systems. Component-based systems, such as specified in the IEC 61499, already provide a compelling framework for the distribution and transformation of software components, yet most reconfiguration approaches rely on a manual implementation of the required reconfiguration setup. We propose an automatic mechanism to generate the needed reconfiguration operations and order them into reconfiguration sequences, while preserving the dependencies of each operation. We further identify four scenarios for dynamic reconfiguration with different requirements regarding the treatment of state and showcase the results of our methodology on each scenario.
动态重构和自适应性是工业控制系统从自动化向自治发展的重要特征。基于组件的系统,如IEC 61499中指定的,已经为软件组件的分发和转换提供了一个引人注目的框架,但是大多数重新配置方法依赖于手动实现所需的重新配置设置。我们提出了一种自动机制来生成所需的重构操作,并将它们排列成重构序列,同时保留每个操作的依赖性。我们进一步确定了四个动态重新配置的场景,这些场景具有关于状态处理的不同需求,并展示了我们的方法在每个场景上的结果。
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引用次数: 8
Design of a framework for enabling TSN support in heterogeneous platforms with virtualization and preliminary experimental results 基于虚拟化的异构平台TSN支持框架设计及初步实验结果
Bartolomeo Caruso, Luca Leonardi, L. L. Bello, Gaetano Patti
The increasing complexity of modern applications calls for more complex embedded computing resources, which integrate several processing units with specialized hardware and virtualization support on a single platform to boost the computation capabilities. These subsystems require a communication system able to support different flows with diverse real-time requirements. In this context, the Time-Sensitive Networking (TSN) family of standards plays an important role. This work proposes the design and the implementation of a framework for enabling TSN communications in heterogeneous platforms with virtualization. Preliminary experimental results are reported, which provide some insights on the limitations and advantages of the proposed framework.
现代应用程序日益复杂,需要更复杂的嵌入式计算资源,这些资源将多个处理单元与专用硬件和虚拟化支持集成在一个平台上,以提高计算能力。这些子系统需要能够支持具有不同实时需求的不同流的通信系统。在这种情况下,时间敏感网络(TSN)标准家族起着重要作用。这项工作提出了一个框架的设计和实现,用于在具有虚拟化的异构平台中实现TSN通信。初步的实验结果表明了该框架的局限性和优点。
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引用次数: 1
Requirements for an energy data information model for a communication-independent device description 用于通信无关设备描述的能源数据信息模型的要求
M. Runge, Leif-Thore Reiche, Karl-Heinz Niemann, A. Fay, Andreas Würger
With the help of an energy management system according to ISO 50001, industrial companies obtain the opportunities to reduce energy consumption and to increase plant efficiencies. In such a system, the communication of energy data has an important function. With the help of so-called energy profiles (e.g. PROFIenergy), energy data can be communicated between the field level and the higher levels via proven communication protocols (e.g. PROFINET). Due to the fact that in most cases several industrial protocols are used in an automation system, the problem is how to transfer energy data from one protocol to another with as less effort as possible. An energy data information model could overcome this problem and describe energy data in a uniform and semantically unambiguous way. Requirements for a unified energy data information model are presented in this paper.
在符合ISO 50001标准的能源管理系统的帮助下,工业公司有机会减少能源消耗,提高工厂效率。在该系统中,能源数据的通信具有重要的功能。在所谓的能量剖面(如PROFIenergy)的帮助下,能源数据可以通过经过验证的通信协议(如PROFINET)在现场级和更高级别之间进行通信。由于在大多数情况下,自动化系统中使用了几个工业协议,因此问题是如何以尽可能少的努力将能源数据从一个协议传输到另一个协议。能源数据信息模型可以克服这一问题,以一种统一的、语义明确的方式描述能源数据。提出了建立统一的能源数据信息模型的要求。
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引用次数: 4
AI environment for predictive maintenance in a manufacturing scenario 在制造场景中用于预测性维护的AI环境
R. Rossini, Gianluca Prato, Davide Conzon, C. Pastrone, E. Pereira, João C. P. Reis, G. Gonçalves, D. Henriques, Ana Rita Santiago, A. Ferreira
Industries generate and collect a huge amount of data about their processes. Usually such data contain relevant information, which can be used to monitor and analyze the processes, but also improve them, applying optimization techniques that allow to enhance different aspects, such as machine maintenance scheduling, product quality, use of resources and so on and so forth. The Digital Twin (DT) concept has been recently applied in the context of Industry 4.0, to exploit this data, leveraging advanced physical modelling, data analysis, Artificial Intelligence (AI) algorithms for optimization and prediction, which are two key concepts in the Industry 4.0 paradigm. Currently, the major challenge in this field is to make these techniques available for the industries and ensure their ease of use for the final users. This paper presents an holistic solution that combining two open-source software - i.e., REclaim oPtimization and simuLatIon Cooperation in digitAl twin (REPLICA) and Optimization Platform for Refurbishment and Re-manufacturing (OPR2) - provides a flexible, open and easy-to-use AI environment that allows data scientists to create, test, connect and deploy their algorithms and to optimize them. This work presents a first prototype of this solution, then describes how it has been tested and validated with real industry data and finally provides the results obtained with these tests.
行业产生并收集了大量关于其流程的数据。通常这些数据包含相关信息,可以用来监控和分析过程,也可以改进它们,应用优化技术,可以增强不同方面,如机器维护计划,产品质量,资源利用等等。数字孪生(DT)概念最近已应用于工业4.0的背景下,利用这些数据,利用先进的物理建模,数据分析,人工智能(AI)算法进行优化和预测,这是工业4.0范式中的两个关键概念。目前,该领域的主要挑战是使这些技术可供工业使用,并确保最终用户易于使用。本文提出了一个整体解决方案,结合了两个开源软件-即数字孪生(副本)和翻新和再制造优化平台(OPR2)中的回收优化和仿真合作-提供了一个灵活,开放和易于使用的人工智能环境,允许数据科学家创建,测试,连接和部署他们的算法并对其进行优化。本文首先介绍了该解决方案的原型,然后描述了如何使用实际工业数据对其进行测试和验证,最后提供了这些测试获得的结果。
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引用次数: 3
Towards Adaptive Inspection for Fraud in I4.0 Supply Chains 面向工业4.0供应链中欺诈行为的适应性检测
T. Welsh, Faeq Alrimawi, Ali Farahani, Diane Hassett, A. Zisman, B. Nuseibeh
The effective functioning of society is increasingly reliant on supply chains which are susceptible to fraud, such as the distribution of adulterated products. Inspection is a key tool for mitigating fraud, however it has traditionally been constrained by physical characteristics of supply chains such as their size and geographical distribution. The increasingly cyber-physical nature of supply chains, their autonomy, and their data richness, extends their attack surfaces and thus increases opportunities for fraud. However, it also presents new opportunities for increased and dynamic inspection, which in turn requires more targeted and flexible inspection regimes. In this paper we explore opportunities to engineer adaptive inspection of cyber-physical supply chains to support efforts to reduce fraud. Through using structural representations of supply chains (topological models) we propose defining optimal inspection zones. Such zones circumscribe assets of interest to optimise observation while reducing the intrusiveness of inspection. Using a motivating example of adulterated pharmaceuticals and a proof-of-concept tool we illustrate adaptive inspection, and surface challenges to its realisation, such as value metrics, forensic readiness integration and managing contrasting local and global perspectives.
社会的有效运作越来越依赖于容易受到欺诈影响的供应链,例如掺假产品的分销。检查是减少欺诈的关键工具,但它传统上受到供应链的物理特征(如规模和地理分布)的限制。供应链日益增长的网络物理性质、自主性和数据丰富性扩大了其攻击面,从而增加了欺诈的机会。然而,它也为增加和动态检查提供了新的机会,这反过来又需要更有针对性和更灵活的检查制度。在本文中,我们探讨了设计网络物理供应链的自适应检查的机会,以支持减少欺诈的努力。通过使用供应链的结构表示(拓扑模型),我们提出了定义最优检测区域的方法。这些区域限定了感兴趣的资产,以优化观察,同时减少检查的侵入性。我们使用掺假药品的激励例子和概念验证工具来说明适应性检查,以及实现其面临的挑战,例如价值度量,法医准备整合和管理对比本地和全球视角。
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引用次数: 1
Standalone low-cost versatile FPGA-based fault generator for PROFIBUS DP 用于PROFIBUS DP的独立低成本多功能fpga故障发生器
Capron Jean-Marc, Mathieu Troch, D. D. Schuyter, A. Verhoeven, J. Knockaert, P. Saey
This paper presents the design, the validation steps and the measurement results of a fault generator device able to disturb the operation of a PROFIBUS DP network, under user-defined conditions. It allows to test the robustness of an industrial network, to test and compare diagnostic tools, and to investigate off-line more complex faults encountered in industry. The core of the design is an FPGA, which allows for a very low latency time. It generates trigger signals and imposes faults on the RS485 level up to the maximum bit rate of 12 Mbps. The design choices for fault duration, number of successive faults and skipped triggers, waiting time, etc. allow for the emulation of a wide range of network faults.
本文介绍了一种能够在用户自定义条件下干扰PROFIBUS DP网络运行的故障产生装置的设计、验证步骤和测量结果。它可以测试工业网络的稳健性,测试和比较诊断工具,以及调查工业中遇到的更复杂的离线故障。该设计的核心是FPGA,它允许非常低的延迟时间。它产生触发信号,并在RS485级别施加故障,最大比特率为12mbps。故障持续时间、连续故障和跳过触发器的数量、等待时间等的设计选择允许模拟广泛的网络故障。
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引用次数: 0
期刊
2021 26th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA )
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