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2020 16th IEEE International Conference on Factory Communication Systems (WFCS)最新文献

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Machine Learning-Aided Classification Of LoS/NLoS Radio Links In Industrial IoT 工业物联网中LoS/NLoS无线电链路的机器学习辅助分类
Pub Date : 2020-04-01 DOI: 10.1109/WFCS47810.2020.9114409
Andrea Bombino, S. Grimaldi, Aamir Mahmood, M. Gidlund
Wireless sensors and actuators networks are an essential element to realize industrial IoT(IIoT) systems, yet their diffusion is hampered by the complexity of ensuring reliable communication in industrial environments. A significant problem with that respect is the unpredictable fluctuation of a radio-link between the line-of-sight (LoS) and the non-line-of-sight (NLoS) states due to time-varying environments. The impact of linkstate on reception performance, suggests that link-state variations should be monitored at run-time, enabling dynamic adaptation of the transmission scheme on a link-basis to safeguard QoS. Starting from the assumption that accurate channel-sounding is unsuitable for low-complexity IIoT devices, we investigate the feasibility of channel-state identification for platforms with limited sensing capabilities. In this context, we evaluate the performance of different supervised-learning algorithms with variable complexity for the inference of the radio-link state. Our approach provides fast link-diagnostics by performing online classification based on the analysis of the envelope-distribution of a single received packet. Furthermore, the method takes into account the effects of the limited sampling frequency, bit-depth, and moving average filtering, which are typical to hardware-constrained platforms. The results of an experimental campaign in both industrial and office environments show promising classification accuracy of LoS/NLoS radio links. Additional tests indicate that the proposed method retains good performance even with low-resolution RSSI-samples available in low-cost WSN nodes, which facilitates its adoption in real IIoT networks.
无线传感器和执行器网络是实现工业物联网(IIoT)系统的基本要素,但它们的扩散受到确保工业环境中可靠通信的复杂性的阻碍。这方面的一个重大问题是,由于时变环境,视距(LoS)和非视距(NLoS)状态之间的无线电链路不可预测的波动。链路状态对接收性能的影响表明,应该在运行时监控链路状态的变化,从而实现基于链路的传输方案的动态适应,以保障QoS。从精确的信道探测不适合低复杂性IIoT设备的假设出发,我们研究了在传感能力有限的平台上进行信道状态识别的可行性。在此背景下,我们评估了不同的具有可变复杂度的监督学习算法对无线电链路状态推断的性能。我们的方法通过基于对单个接收包的信封分布的分析执行在线分类来提供快速的链路诊断。此外,该方法还考虑了有限采样频率、位深和移动平均滤波的影响,这些都是硬件受限平台的典型特征。在工业和办公环境中进行的实验活动的结果表明,LoS/NLoS无线电链路的分类精度很有希望。额外的测试表明,即使在低成本WSN节点中可用的低分辨率rssi样本,该方法也保持了良好的性能,这有利于其在实际工业物联网网络中的应用。
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引用次数: 6
Controller of Controllers Architecture for Management of Heterogeneous Industrial Networks 异构工业网络管理的控制器体系结构
Pub Date : 2020-04-01 DOI: 10.1109/WFCS47810.2020.9114506
A. Frimpong, Santiago Soler Perez Olaya, Dennis Krummacker, Christoph Fischer, Alexander Winkel, René Guillaume, Lukasz Wisniewski, Marco Ehrlich, Waseem Mandarawi, H. Trsek, H. Meer, M. Wollschlaeger, H. Schotten, J. Jasperneite
Increasing heterogeneity of industrial network systems is a fact and the chances that in the future one communication standard will be able to fulfill the requirements of all possible applications are utopian. With the increasing number of communication systems, their management, configuration, and maintenance become a significant issue. Additionally, due to the increasing amount of network services and traffic, the management of available network resources and the possibility of delivering certain levels of communication quality of service, especially across different network solutions becomes a big challenge. Therefore, in this paper a Controller of Controllers (CoC) concept for management of heterogeneous industrial networks is proposed. The concept is designed to support still widely spread legacy fieldbus systems, different Ethernetbased industrial solutions, and potentially upcoming network technologies. The goal is achieved by leveraging state-of-theart architectural concepts such as software-defined networks, which allows for integration of abstract models in network management. The concept is described and discussed by way of a demonstrator concept for a heterogeneous system of fieldbus and Ethernet-based time-sensitive networks.
工业网络系统的异构性日益增加是一个事实,未来一种通信标准能够满足所有可能应用的需求的机会是乌托邦。随着通信系统数量的不断增加,通信系统的管理、配置和维护成为一个重要的问题。此外,由于网络服务和通信量的增加,可用网络资源的管理和提供一定水平的通信服务质量的可能性,特别是跨不同的网络解决方案,成为一个巨大的挑战。因此,本文提出了一种用于异构工业网络管理的控制器的控制器(CoC)概念。该概念旨在支持仍然广泛传播的遗留现场总线系统、不同的基于以太网的工业解决方案以及潜在的即将到来的网络技术。这个目标是通过利用最先进的体系结构概念来实现的,比如软件定义的网络,它允许在网络管理中集成抽象模型。通过一个基于现场总线和以太网的时间敏感网络的异构系统的演示概念来描述和讨论这个概念。
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引用次数: 3
Enabling and Optimizing MACsec for Industrial Environments (Extended Abstract) 在工业环境中启用和优化MACsec(扩展摘要)
Pub Date : 2020-04-01 DOI: 10.1109/WFCS47810.2020.9114434
Tim Lackorzynski, Gregor Garten, Jan Sonke Huster, S. Köpsell, Hermann Härtig
The specifics of industrial networks make security mechanisms necessary, that are specifically designed for them. This work proposes two modifications for MACsec, a new security protocol for protecting layer 2 traffic: a new fragmentation mechanism enabling MACsec to work within future industrial networks, and the use of ciphers currently not standardised for MACsec, leading to a significant increase in the performance of MACsec.
工业网络的特殊性使得专门为其设计的安全机制成为必要。这项工作提出了对MACsec的两项修改,一种用于保护第二层流量的新安全协议:一种新的碎片机制,使MACsec能够在未来的工业网络中工作,以及使用目前尚未标准化的MACsec密码,从而显著提高MACsec的性能。
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引用次数: 1
Observers And Predictors For Wireless Time-Sensitive Control Loops 无线时间敏感控制回路的观察器和预测器
Pub Date : 2020-04-01 DOI: 10.1109/WFCS47810.2020.9114407
L. Osuna-Ibarra, D. Gómez‐Gutiérrez, D. Cavalcanti, H. Caballero-Barragán
The present work deals with diminishing the effects of wireless communication latency in time-sensitive networks. It takes advantage of modern approaches that offer bounded latency and it focuses on methods to cope with the nondeterministic delays introduced by communication latency.An observer-predictor scheme module is designed and added in the control loop to prevent the performance degradation when a wireless network is introduced. The goal is to allow the use of same controllers used in wired networks. This module may exploit information provided by the wireless communication devices, such as expected latency, timestamp, and time synchronization along the network.The proposed module allows the controller to have a performance similar as when in a wired network. This enables wireless networked control in systems with low time constants (i.e. timesensitive).Lab experiments are presented in real-time to illustrate the observer-predictor scheme module proposed. Finally, the conclusions and future work are presented.
目前的工作涉及减少时间敏感网络中无线通信延迟的影响。它利用了提供有限延迟的现代方法,并着重于处理由通信延迟引入的不确定性延迟的方法。设计了一个观测器-预测器方案模块,并在控制回路中增加了一个观测器-预测器方案模块,以防止在引入无线网络时性能下降。目标是允许使用有线网络中使用的相同控制器。该模块可以利用无线通信设备提供的信息,如网络上的预期延迟、时间戳和时间同步。所提出的模块允许控制器具有类似于有线网络中的性能。这使得无线网络控制系统具有低时间常数(即时间敏感)。通过实时实验验证了所提出的观察者-预测器方案模块。最后,对本文的研究结论和今后的工作进行了展望。
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引用次数: 2
Tightening Up Security In Low Power Deterministic Networks 在低功耗确定性网络中加强安全性
Pub Date : 2020-04-01 DOI: 10.1109/WFCS47810.2020.9114520
Walter Tiberti, Bruno Vieira, Harrison Kurunathan, Ricardo Severino, E. Tovar
The unprecedented pervasiveness of IoT systems is pushing this technology into increasingly stringent domains. Such application scenarios become even more challenging due to the demand for encompassing the interplay between safety and security. The IEEE 802.15.4 DSME MAC behavior aims at addressing such systems by providing additional deterministic, synchronous multi-channel access support. However, despite the several improvements over the previous versions of the protocol, the standard lacks a complete solution to secure communications. In this front, we propose the integration of TAKS, an hybrid cryptography scheme, over a standard DSME network. In this paper, we describe the system architecture for integrating TAKS into DSME with minimum impact to the standard, and we venture into analysing the overhead of having such security solution over application delay and throughput. After a performance analysis, we learn that it is possible to achieve a minor impact of 1% to 14% on top of the expected network delay, depending on the platform used, while still guaranteeing strong security support over the DSME network.
物联网系统的空前普及正在将这项技术推向越来越严格的领域。由于需要包含安全和安保之间的相互作用,此类应用程序场景变得更具挑战性。IEEE 802.15.4 DSME MAC行为旨在通过提供额外的确定性、同步多通道访问支持来解决此类系统。然而,尽管在之前版本的协议上进行了一些改进,但该标准缺乏安全通信的完整解决方案。在这方面,我们提出了在标准DSME网络上集成TAKS,一种混合加密方案。在本文中,我们描述了将TAKS集成到DSME的系统架构,对标准的影响最小,并且我们冒险分析了拥有这种安全解决方案对应用程序延迟和吞吐量的开销。在进行性能分析后,我们了解到,根据所使用的平台,在预期网络延迟的基础上实现1%到14%的轻微影响是可能的,同时仍然保证在DSME网络上提供强大的安全支持。
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引用次数: 3
Work-in-Progress: Towards an International Data Spaces Connector for the Internet of Things 正在进行的工作:迈向物联网的国际数据空间连接器
Pub Date : 2020-04-01 DOI: 10.1109/WFCS47810.2020.9114503
M. Nast, Benjamin Rother, F. Golatowski, D. Timmermann, Jens Leveling, Christian Olms, Christian Nissen
In the age of digitalization, data protection plays an important role. Data is created, modified and shared over the Internet between data owners and data users. A key issue in this context is the respect of data sovereignty. The International Data Spaces (IDS) Reference Architecture has been developed in order to preserve data sovereignty. In this regard, Internet of Things (IoT) devices, such as sensors, play an important role for providing data. However, an IoT device is not capable of being integrated directly into the IDS by default. We propose an approach to enable the IDS for vendor independent IoT devices, using an open interoperability standard for the IoT specified by the Open Geospatial Consortium (OGC). This allows data owners to benefit from providing their own data while retaining control over it.
在数字化时代,数据保护扮演着重要的角色。数据在互联网上由数据所有者和数据用户创建、修改和共享。在这种情况下,一个关键问题是尊重数据主权。国际数据空间(IDS)参考体系结构是为了保护数据主权而开发的。在这方面,物联网(IoT)设备,如传感器,在提供数据方面发挥着重要作用。但是,默认情况下,物联网设备无法直接集成到IDS中。我们提出了一种方法,使用开放地理空间联盟(OGC)指定的物联网开放互操作性标准,为供应商独立的物联网设备启用IDS。这使得数据所有者可以在提供自己的数据的同时保持对数据的控制。
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引用次数: 8
Lighthouse Localization of Wireless Sensor Networks for Latency-Bounded, High-Reliability Industrial Automation Tasks 时延有限、高可靠性工业自动化任务无线传感器网络的灯塔定位
Pub Date : 2020-04-01 DOI: 10.1109/WFCS47810.2020.9114443
F. Campos, Craig B. Schindler, Brian G. Kilberg, K. Pister
We present the results of a latency-bounded, high-reliability conveyor belt control system for a cart containing a self-localizing wireless sensor node. The node is equipped with an ARM Cortex-M3 microprocessor, 802.15.4 transceiver, 9axis inertial measurement unit (IMU), and an infrared-sensitive photodiode which allows the wireless node to localize itself using a high-precision localization system for small, resource-constrained, low-cost wireless sensor nodes known as “lighthouse” localization. The cart moves across the conveyor belt, and upon reaching a specified position sends a wireless signal to a set of receiving nodes attached to the conveyor belt’s motor to reverse direction. Using an extended Kalman filter (EKF) running on-board the cart’s wireless sensor node to estimate the position and velocity of the cart, we are able to achieve 3ms response latency, equivalent to the response latency of industrial photoelectric sensors used in a related implementation. We also show the lighthouse system used in this implementation has no outlier measurements outside the $pm 1 mm$ error range when stationed 3 meters away from the conveyor belt. This, in addition to use of the EKF, enables high-reliability control with strong occlusion tolerance. We show the wireless sensor node is able to continue estimating its position along the conveyor belt when occluded from the lighthouse base station with a median standard deviation reported by the EKF of 0.875mm after 10 cm of occlusion compared to a median 0.109mm standard deviation of the position estimate when not occluded.
我们提出了一个包含自定位无线传感器节点的手推车的延迟有限,高可靠性传送带控制系统的结果。该节点配备了ARM Cortex-M3微处理器、802.15.4收发器、9轴惯性测量单元(IMU)和红外敏感光电二极管,使无线节点能够使用高精度定位系统对小型、资源受限、低成本的无线传感器节点进行定位,称为“灯塔”定位。小车沿传送带移动,到达指定位置后,向与传送带电机相连的一组接收节点发送无线信号,使其反转方向。使用车载无线传感器节点上运行的扩展卡尔曼滤波器(EKF)来估计小车的位置和速度,我们能够实现3ms的响应延迟,相当于相关实现中使用的工业光电传感器的响应延迟。我们还表明,在此实现中使用的灯塔系统在距离传送带3米时,在$pm 1 mm$误差范围之外没有异常值测量。除了使用EKF外,还可以实现高可靠性控制,具有强遮挡容忍度。我们表明,当被灯塔基站遮挡时,无线传感器节点能够继续估计其沿传送带的位置,遮挡10 cm后EKF报告的中位数标准差为0.875mm,而未遮挡时位置估计的中位数标准差为0.109mm。
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引用次数: 5
Alternate Marking-based Network Telemetry for Industrial WSNs 工业无线传感器网络基于标记的备选遥测技术
Pub Date : 2020-04-01 DOI: 10.1109/WFCS47810.2020.9114490
Abdulkadir Karaagac, E. D. Poorter, J. Hoebeke
For continuous, persistent and problem-free operation of Industrial Wireless Sensor Networks (IWSN), it is critical to have visibility and awareness into what is happening on the network at any one time. Especially, for the use cases with strong needs for deterministic and real-time network services with latency and reliability guarantees, it is vital to monitor network devices continuously to guarantee their functioning, detect and isolate relevant problems and verify if all system requirements are being met simultaneously. In this context, this article investigates a light-weight telemetry solution for IWSNs, which enables the collection of accurate and continuous flowbased telemetry information, while adding no overhead on the monitored packets. The proposed monitoring solution adopts the recent Alternate Marking Performance Monitoring (AMPM) concept and mainly targets measuring end-to-end and hopby-hop reliability and delay performance in critical application flows. Besides, the technical capabilities and characteristics of the proposed solution are evaluated via a real-life implementation and practical experiments, validating its suitability for IWSNs.
为了实现工业无线传感器网络(IWSN)的连续、持久和无故障运行,在任何时候对网络上正在发生的事情具有可见性和意识是至关重要的。特别是对于需要确定性、实时性、时延和可靠性保证的网络服务的用例,持续监控网络设备以保证其功能,检测和隔离相关问题,并验证是否同时满足所有系统需求是至关重要的。在这种情况下,本文研究了用于iwsn的轻量级遥测解决方案,该解决方案能够收集准确且连续的基于流的遥测信息,同时不会增加被监视数据包的开销。提出的监控方案采用了最新的替代标记性能监控(AMPM)概念,主要针对关键应用流的端到端和逐跳可靠性和延迟性能进行测量。此外,通过实际实现和实际实验对所提出的解决方案的技术能力和特性进行了评估,验证了其对iwsn的适用性。
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引用次数: 4
Portable Full Channel Sounder for Mobile Robotics by Using Sub-Nanosecond Time Synchronization over Wireless 基于亚纳秒时间同步的便携式移动机器人全通道测深仪
Pub Date : 2020-04-01 DOI: 10.1109/WFCS47810.2020.9114457
Óscar Seijo, I. Val, J. A. López-Fernández
Wireless communications have attracted great interest from the industry due to its lower cost and the possibility of enabling new use cases. The new use cases are commonly related to mobile robotics, such as Unmanned Aerial Vehicles. The design of wireless systems for these use cases requires deep knowledge of the channel behavior. However, the weight and size of full channel sounders exceed the payload of most mobile robots. In addition, full channel sounders usually require wired time synchronization. Hence, channel measurements in these scenarios are constrained to use limited channel sounders, which can only measure some specific parameters (frame error rate, channel attenuation, etc.). In this paper, we present the design and implementation of a portable 802.11-based channel sounder combined with a sub-nanosecond wireless time synchronization algorithm. Thanks to the wireless time synchronization, the channel sounder can be used to periodically take complex baseband Channel Impulse Response samples synchronized to absolute time. From these samples, relevant channel parameters can be extracted, including the Power Delay Profile, Doppler spectrum, and channel delay. The verification of the channel sounder through a wireless channel emulator confirms its feasibility for mobile robotics applications.
无线通信由于其较低的成本和实现新用例的可能性而引起了业界的极大兴趣。新的用例通常与移动机器人相关,例如无人驾驶飞行器。为这些用例设计无线系统需要对信道行为有深入的了解。然而,全通道探测仪的重量和尺寸超过了大多数移动机器人的有效载荷。此外,全通道测深仪通常需要有线时间同步。因此,在这些场景下的信道测量被限制使用有限的信道测深器,它只能测量一些特定的参数(帧错误率,信道衰减等)。在本文中,我们提出了结合亚纳秒无线时间同步算法的便携式802.11信道测深仪的设计和实现。由于无线时间同步,信道测深器可用于周期性地采集与绝对时间同步的复杂基带信道脉冲响应样本。从这些样本中,可以提取相关的信道参数,包括功率延迟曲线、多普勒频谱和信道延迟。通过无线信道模拟器验证了该信道测深器在移动机器人应用中的可行性。
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引用次数: 2
Work-in-Progress: Triple Event Upset Tolerant Area-Efficient FPGA-Based System for Space Applications And Nuclear Plants 正在进行的工作:空间应用和核电厂的三事件干扰容忍度区域高效fpga系统
Pub Date : 2020-04-01 DOI: 10.1109/WFCS47810.2020.9114467
Beatrice Shokry, Dina G. Mahmoud, H. Amer, Maha Shatta, G. Alkady, R. Daoud, I. Adly, Manar N. Shaker, T. Refaat
This paper focuses on FPGA-based systems in the context of space applications and nuclear plants which are extremely harsh environments. In such environments, the probability of occurrence of Multiple Event Upsets (MEUs) is not negligible. Conventional fault-tolerant architectures (such as Triple Modular Redundancy) will NOT be able to handle Triple Event Upsets (TEUs) for example. A fault-tolerant architecture with only six identical modules is developed in this paper even though, intuitively, at least seven modules are required for a system to recover from a TEU. It is proven that the proposed architecture can fully recover from any sequence of Single, Double or Triple Event Upsets by using Dynamic Partial Reconfiguration. If a hard fault affects one of the modules, the architecture will lose some of its fault tolerance but may be able to continue operating correctly depending on the nature of the next fault.
本文的重点是基于fpga的系统在空间应用和核电站极其恶劣的环境。在这样的环境中,发生多事件扰动(meu)的概率是不可忽略的。例如,传统的容错架构(如三重模块化冗余)将无法处理三重事件中断(teu)。尽管从直观上看,系统从一个TEU中恢复至少需要七个模块,但本文开发了一个只有六个相同模块的容错体系结构。通过使用动态部分重构,证明了该体系结构可以从单、双或三事件中断的任意序列中完全恢复。如果硬故障影响其中一个模块,则体系结构将失去一些容错能力,但可能能够根据下一个故障的性质继续正确运行。
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引用次数: 0
期刊
2020 16th IEEE International Conference on Factory Communication Systems (WFCS)
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