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2017 22nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)最新文献

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Towards an industry 4.0 compliant control software architecture using IEC 61499 & OPC UA 采用IEC 61499和OPC UA实现符合工业4.0标准的控制软件架构
Tarik Terzimehic, M. Wenger, Alois Zoitl, Andreas Bayha, Klaus Becker, Thorsten Müller, Hubertus Schauerte
The fourth industrial revolution introduced additional requirements on the industrial systems' control software in order to cope with current manufacturing systems' flexibility demands. These requirements include, among others, a dynamic reconfigurability, software reusability and an external service orchestration. This work presents the design of an industry 4.0 compliant control software architecture resulting from an iterative design process. The architecture is based on the reconfiguration services of the IEC 61499 standard and the service orchestration via OPC UA. We demonstrate the software architecture's compliance to the industry 4.0 requirements on an aluminum cold rolling mill plant demonstrator.
第四次工业革命对工业系统的控制软件提出了额外的要求,以应对当前制造系统的灵活性需求。这些需求包括动态可重构性、软件可重用性和外部服务编排。这项工作提出了一个工业4.0兼容的控制软件架构的设计,这是一个迭代设计过程的结果。该体系结构基于IEC 61499标准的重新配置服务和通过OPC UA进行的服务编排。我们在一个铝冷轧厂演示机上演示了软件架构符合工业4.0的要求。
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引用次数: 20
Automata-based modeling of interrupts in the Linux PREEMPT RT kernel Linux PREEMPT RT内核中基于自动机的中断建模
D. B. D. Oliveira, R. S. Oliveira, T. Cucinotta, Luca Abeni
This paper presents a methodology to model and check the behavior of a part of the Linux kernel by applying automaton theory and in-kernel tracing from real execution. It is possible to check that the state transitions of the kernel during a real execution match with the allowed ones, according to the formal model. The scope of the paper is limited to the IRQ/NMI subsystem of the Linux kernel.
本文提出了一种利用自动机理论和内核内跟踪技术对Linux内核的一部分行为进行建模和检查的方法。根据正式模型,可以检查内核在实际执行期间的状态转换是否与允许的状态转换相匹配。本文的范围仅限于Linux内核的IRQ/NMI子系统。
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引用次数: 7
Recognizing eye tracking traits for source code review 识别源代码审查的眼动跟踪特征
R. ChandrikaK., J. Amudha, S. Sudarsan
Source code review is a core activity in software engineering where a reviewer examines the code with the intention of finding bugs in the program. A lot of research has been carried out in understanding how software engineers perform code comprehension; however contribution of eye tracking traits seems to have not been addressed. This paper outlines a study conducted in an industrial environment of software engineers. It focused on understanding the visual attention of subjects with programming skills and subjects without programming skills and recognize the eye tracking traits required for source code review. The results indicate a significant difference in gaze behaviors of these groups. The key aspects of subjects with programming skills while source code review are required to have certain eye tracking traits like better code coverage, attention span on error lines and comments.
源代码审查是软件工程中的一项核心活动,审查者检查代码的目的是发现程序中的错误。在理解软件工程师如何进行代码理解方面已经进行了大量的研究;然而,眼动追踪特征的作用似乎还没有得到解决。本文概述了在软件工程师的工业环境中进行的一项研究。它侧重于理解具有编程技能和没有编程技能的受试者的视觉注意力,并识别源代码审查所需的眼动追踪特征。结果表明,这两个群体的凝视行为存在显著差异。具有编程技能的科目的关键方面,而源代码审查要求具有一定的眼动追踪特征,如更好的代码覆盖率,对错误行和注释的注意力广度。
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引用次数: 12
Gaussian mixture model for new fault categories diagnosis 新故障分类诊断的高斯混合模型
Junhong Zhou, C. Pang, Weili Yan
Fault diagnosis plays an important role to improve maintenance efficiency. The industry faces the challenges to collect history data that include all type of failures. To overcome the limitation of conventional diagnosis approaches, which misclassify new types of faults into existing categories from training, the unsupervised Gaussian mixture model (GMM) and the semi-supervised GMM diagnosis frameworks are presented in this paper for effective detection on new fault categories. For the unsupervised GMM framework, the component number is known and the hard assignment is applied to classify the new types of faults. For the semi-supervised GMM framework, the component number can be auto selected, and the soft assignment is able to first detect whether new types of faults occur and further categorize them in detail via the GMM update. The effectiveness of the two fault diagnosis frameworks is testified on an industrial fault simulator of rotary machine. Compared with existing hard clustering approaches, the semi-supervised GMM framework is able to achieve an average diagnosis accuracy of 99.3% without new fault categories and it can also classify new fault categories with diagnosis accuracy of 94.0%.
故障诊断是提高维修效率的重要手段。油气行业面临着收集包括所有类型故障的历史数据的挑战。为了克服传统诊断方法将新故障类型从训练中错误地分类到现有故障类别的局限性,本文提出了无监督高斯混合模型(GMM)和半监督高斯混合模型诊断框架,以有效地检测新故障类别。对于无监督GMM框架,构件个数已知,采用硬分配方法对新故障类型进行分类。对于半监督GMM框架,可以自动选择部件编号,软分配能够首先检测是否出现新的故障类型,并通过GMM更新进一步对其进行详细分类。在旋转机械工业故障模拟器上验证了这两种故障诊断框架的有效性。与现有的硬聚类方法相比,半监督GMM框架在不产生新故障类别的情况下,平均诊断准确率达到99.3%,对新故障类别的诊断准确率达到94.0%。
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引用次数: 4
A dynamic failure propagation methodology supporting the risk assessment of multidisciplinary systems 支持多学科系统风险评估的动态失效传播方法学
N. Papakonstantinou, B. O’Halloran
Modern critical infrastructure systems have grown to be increasingly complex. Among the many reliability and system safety (RSS) characteristics of the system, failure propagation is critical to understand. Understanding failure propagations can significantly reduce the system's risk since corrective design actions can be taken early on. Beyond traditional RSS methods, some are centered on failure propagation including fault tree analysis (FTA), the BowTie method, fishbone diagrams, etc. The BowTie analysis is a method for assessing the prevention and recovery attributes of a complex safety-critical system. The proposed methodology in this paper addresses the prevention aspect of the BowTie analysis. Specifically, we proposed a method based on physics-based multidisciplinary model to accurately simulate the failure propagation of the system. The failure propagation paths are developed naturally by the simulation model and are therefore more complete. The novelty of such an approach is that practitioners do not need to predict the paths. The methodology is demonstrated using a case study of a three tank system with one critical function. The case study results show that the proposed method can successfully identify failure propagation from “causes” to “hazards” and its multidisciplinary nature helps capturing paths that cross system disciplines (such as propagation through the environment).
现代关键基础设施系统变得越来越复杂。在系统的许多可靠性和系统安全性(RSS)特性中,故障传播是理解的关键。了解故障传播可以显著降低系统风险,因为可以在早期采取纠正设计措施。除了传统的RSS方法外,还有一些方法以故障传播为中心,包括故障树分析(FTA)、BowTie方法、鱼骨图等。BowTie分析是一种评估复杂安全关键系统的预防和恢复属性的方法。本文提出的方法解决了BowTie分析的预防方面。具体而言,我们提出了一种基于物理的多学科模型的方法来精确模拟系统的故障传播。仿真模型自然地推导出了失效传播路径,因而更为完整。这种方法的新颖之处在于,从业者不需要预测路径。该方法通过一个具有一个关键功能的三罐系统的案例研究进行了演示。案例研究结果表明,所提出的方法可以成功地识别故障从“原因”到“危害”的传播,其多学科性质有助于捕获跨系统学科的路径(例如通过环境的传播)。
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引用次数: 1
Design and implementation of an intelligent product agent architecture in manufacturing systems 制造系统智能产品代理体系结构的设计与实现
Ilya Kovalenko, K. Barton, D. Tilbury
Present-day manufacturing companies encounter a variety of challenges due to the dynamically changing industrial environment. Current control frameworks lack the adaptability and flexibility to effectively deal with challenges such as broken-down machines or altered customer orders. Multi-agent control has been proposed to improve the performance of manufacturing systems in uncertain or dynamic environments. Some multiagent architectures have been introduced with promising results. A key component of these architectures is the product agent, which is responsible for guiding a physical part through the manufacturing system based on the production requirements of the part. Even though the product agent has been previously used in multi-agent frameworks, a well-defined internal architecture for this agent has yet to be proposed. This work specifies a product agent architecture that can be utilized in multi-agent systems. The proposed architecture is tested using a manufacturing system simulation. The simulation results showcase the reactivity, proactiveness, and autonomy of the proposed product agent.
由于工业环境的动态变化,当今的制造企业面临着各种各样的挑战。当前的控制框架缺乏适应性和灵活性,无法有效应对机器故障或客户订单变更等挑战。为了提高制造系统在不确定或动态环境中的性能,提出了多智能体控制方法。已经引入了一些多智能体体系结构,并取得了可喜的结果。这些体系结构的一个关键组件是产品代理,它负责根据零件的生产要求引导物理零件通过制造系统。尽管产品代理以前已经在多代理框架中使用过,但是还没有为这个代理提出一个定义良好的内部架构。这项工作指定了一个可用于多代理系统的产品代理体系结构。利用制造系统仿真对所提出的体系结构进行了测试。仿真结果显示了所提出的产品代理的反应性、主动性和自主性。
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引用次数: 13
Enhancing the energy-efficient production of tempered glass by using simulation-based optimisation 通过基于模拟的优化提高钢化玻璃的节能生产
Stephan Seidel, M. Franke, F. Baumann, H. Wilson, Ulrike Gromnitza
In many industrial manufacturing processes energy use is one of the most important cost factors. Especially in energy-intensive industries like steel production or glass processing minimizing energy use is a key measure to save resources and reduce manufacturing costs. The research project OptPlanEnergie concentrates on the production of tempered glass. In this project we apply simulation and optimization techniques to identify and reduce energetic losses that occur during the fabrication process. The aim of the project is to supply a toolchain for creating high-performance simulation models of crucial production steps and integrating these models in scheduling frameworks to facilitate the optimization of loading sequences and capacity allocation to reduce energy consumption. In OptPlanEnergie we prototypically study the production of tempered glass, but our approach allows a simple adaptation to a wide range of industries.
在许多工业制造过程中,能源使用是最重要的成本因素之一。特别是在钢铁生产或玻璃加工等能源密集型行业,最大限度地减少能源使用是节约资源和降低制造成本的关键措施。研究项目OptPlanEnergie专注于钢化玻璃的生产。在这个项目中,我们应用模拟和优化技术来识别和减少制造过程中发生的能量损失。该项目的目标是提供一个工具链,用于创建关键生产步骤的高性能仿真模型,并将这些模型集成到调度框架中,以促进装载顺序和容量分配的优化,从而减少能源消耗。在OptPlanEnergie中,我们对钢化玻璃的生产进行了原型研究,但我们的方法可以简单地适应各种行业。
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引用次数: 3
Towards trustworthy data in networked control systems: A hardware-based approach 面向网络控制系统中的可信数据:基于硬件的方法
Thomas Ulz, Thomas W. Pieber, C. Steger, R. Matischek, H. Bock
The importance of Networked Control Systems (NCS) is steadily increasing due to recent trends such as smart factories. Correct functionality of such NCS needs to be protected as malfunctioning systems could have severe consequences for the controlled process or even threaten human lives. However, with the increase in NCS, also attacks targeting these systems are becoming more frequent. To mitigate attacks that utilize captured sensor data in an NCS, transferred data needs to be protected. While using well-known methods such as Transport Layer Security (TLS) might be suitable to protect the data, resource constraint devices such as sensors often are not powerful enough to perform the necessary cryptographic operations. Also, as we will show in this paper, applying simple encryption in an NCS may enable easy Denial-of-Service (DoS) attacks by attacking single bits of the encrypted data. Therefore, in this paper, we present a hardware-based approach that enables sensors to perform the necessary encryption while being robust against (injected) bit failures.
由于智能工厂等最新趋势,网络控制系统(NCS)的重要性正在稳步增加。这些NCS的正确功能需要得到保护,因为故障系统可能对受控过程产生严重后果,甚至威胁到人类的生命。然而,随着NCS的增加,针对这些系统的攻击也变得越来越频繁。为了减轻利用NCS中捕获的传感器数据的攻击,需要保护传输的数据。虽然使用众所周知的方法(如传输层安全(TLS))可能适合保护数据,但资源约束设备(如传感器)通常不够强大,无法执行必要的加密操作。此外,正如我们将在本文中展示的那样,在NCS中应用简单的加密可以通过攻击加密数据的单个比特来实现简单的拒绝服务(DoS)攻击。因此,在本文中,我们提出了一种基于硬件的方法,使传感器能够执行必要的加密,同时对(注入)位故障具有鲁棒性。
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引用次数: 5
Dynamic CPU resource provisioning in virtualized servers using maximum correntropy criterion Kalman filters 基于最大熵准则卡尔曼滤波的虚拟化服务器动态CPU资源分配
Evagoras Makridis, K. M. Deliparaschos, Evangelia Kalyvianaki, Themistoklis Charalambous
Virtualized servers have been the key for the efficient deployment of cloud applications. As the application demand increases, it is important to dynamically adjust the CPU allocation of each component in order to save resources for other applications and keep performance high, e.g., the client mean response time (mRT) should be kept below a Quality of Service (QoS) target. In this work, a new form of Kalman filter, called the Maximum Correntropy Criterion Kalman Filter (MCC-KF), has been used in order to predict, and hence, adjust the CPU allocations of each component while the RUBiS auction site workload changes randomly as the number of clients varies. MCC-KF has shown high performance when the noise is non-Gaussian, as it is the case in the CPU usage. Numerical evaluations compare our designed framework with other current state-of-the-art using real-data via the RUBiS benchmark website deployed on a prototype Xen-virtualized cluster.
虚拟化服务器一直是高效部署云应用程序的关键。随着应用程序需求的增加,动态调整每个组件的CPU分配非常重要,以便为其他应用程序节省资源并保持高性能,例如,客户端平均响应时间(mRT)应保持在服务质量(QoS)目标以下。在这项工作中,一种新形式的卡尔曼滤波器,称为最大相关系数标准卡尔曼滤波器(MCC-KF),已被用于预测,从而调整每个组件的CPU分配,而RUBiS拍卖站点工作负载随客户端数量的变化而随机变化。当噪声是非高斯噪声时,MCC-KF显示出高性能,因为它是CPU使用的情况。数值评估使用部署在xen虚拟集群原型上的RUBiS基准网站上的真实数据,将我们设计的框架与其他当前最先进的框架进行比较。
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引用次数: 5
Increasing localization robustness using directional antennas 利用定向天线增强定位鲁棒性
Thomas Bigler, A. Treytl, C. Kienmayer
Within this paper a novel approach for localization of roaming nodes is presented that uses static directional antennas at the receiver side to measure the received signal strength (RSS). In contrast to omni-directional antennas it is not possible to formulate an analytical relationship of distance to received signal power. The characteristics as well as benefits and challenges of directional antennas are analysed and a concept for an iterative approach is presented that uses a stored antenna pattern to estimate the transmitter position. Finally, a Bluetooth based measurement setup is presented, that will be used for the upcoming validation of the proposed algorithm.
本文提出了一种利用接收端静态定向天线测量接收信号强度(RSS)的漫游节点定位方法。与全向天线相比,不可能制定距离与接收信号功率的解析关系。分析了定向天线的特点、优点和挑战,提出了一种利用存储的天线方向图估计发射机位置的迭代方法。最后,提出了一个基于蓝牙的测量装置,该装置将用于即将提出的算法的验证。
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引用次数: 3
期刊
2017 22nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)
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