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2019 24th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)最新文献

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Domain-based Attack Models in Building Automation Systems 楼宇自动化系统中基于域的攻击模型
Caezarina Marie Calimbahin, S. Pancho-Festin, J. Pedrasa
Ensuring data integrity is one of the critical needs in cyber-physical systems (CPS). An integrity breach in a CPS can drive the underlying controlled physical process into undesired operating conditions. To evaluate CPS security against malicious entities, attacker models are often employed. In this work, our objective is to incorporate domain-knowledge in modeling attacks in building automation systems (BAS). Specifically, we modify the general sensor integrity attack model based on targeted attacks. We use the model to formulate different attacker types, including a powerful attacker who becomes stealthier as the number of captured node increases. We simulate the attacks by injecting corruption on real-world data obtained from a retrofitted BAS testbed for air conditioning (AC) control. Results show that the vulnerabilities of an underlying system can be explored by leveraging on domain-based attack testing.
确保数据完整性是网络物理系统(CPS)的关键需求之一。CPS中的完整性破坏可能会导致底层受控物理过程进入不期望的操作条件。为了评估CPS对恶意实体的安全性,通常使用攻击者模型。在这项工作中,我们的目标是将领域知识整合到建筑自动化系统(BAS)中的建模攻击中。具体来说,我们基于目标攻击对一般传感器完整性攻击模型进行了改进。我们使用该模型来制定不同的攻击者类型,包括一个强大的攻击者,随着捕获节点数量的增加而变得更加隐蔽。我们通过对从空调(AC)控制的改装BAS试验台获得的真实数据注入损坏来模拟攻击。结果表明,可以利用基于域的攻击测试来探索底层系统的漏洞。
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引用次数: 0
Optimal Selection and Identification of Defects in Chestnuts Processing, through Computer Vision, Taking Advantage of its Inherent Characteristics 利用栗子加工的固有特性,利用计算机视觉优化栗子加工缺陷的选择与识别
Claudia Cervantes-Jilaja, Liz Bernedo-Flores, Elizabeth Morales-Muñoz, R. E. Patiño-Escarcina, D. Barrios-Aranibar, Roger Ripas-Mamani, H. H. Álvarez-Valera
In the agro-industry automation, computer vision has become very important to the product selection and classification process. The problem becomes more challenging when it is necessary to detect defects or diseases in the product images. In literature, it was observed that when the fruit or vegetable image is treated as only one problem, efficiency is lower than when dividing it into sub-problems considering regions with similar appearance. Thus, in this paper, the target is to automate the detection and identification of visual defects in Brazil nuts by dividing the problem into two sub-problems (pulp and epidermis defects recognition) and by using color, shape and texture descriptors. First, the original image is segmented into two regions (one dark and one light). Then, First Order Descriptor, is applied to detect the presence or absence of defects in each region through the texture descriptor. Next, color, size and texture descriptors are used to the identification of each defect. This approach improves results obtained in previous research (Álvarez-Valera et al. [1]). We obtained an efficiency rate of 98.03 % with a processing time of 75 ms at worst and 51 at the best for every 3 images processed, unlike the previous attempt that had an efficiency rate of 91.79 % with a processing time of 130 ms. Finally, this approach can be applied in different types of products with other characteristics, since its inherent characteristics allows us to divide the original problem in two or more sub-problems.
在农业工业自动化中,计算机视觉在产品选择和分类过程中已经变得非常重要。当需要检测产品图像中的缺陷或疾病时,问题变得更具挑战性。在文献中观察到,当水果或蔬菜图像仅作为一个问题处理时,效率低于考虑具有相似外观的区域将其划分为子问题。因此,本文的目标是通过将巴西坚果视觉缺陷问题分为果肉和表皮缺陷识别两个子问题,并使用颜色、形状和纹理描述符,实现巴西坚果视觉缺陷的自动检测和识别。首先,将原始图像分割成两个区域(一个暗区和一个亮区)。然后,利用一阶描述符,通过纹理描述符检测每个区域是否存在缺陷。接下来,使用颜色、大小和纹理描述符来识别每个缺陷。该方法改进了先前研究的结果(Álvarez-Valera et al.[1])。我们获得了98.03%的效率,最坏的处理时间为75毫秒,最好的处理时间为51毫秒,每处理3张图像,不像以前的尝试,效率为91.79%,处理时间为130毫秒。最后,这种方法可以应用于具有其他特征的不同类型的产品,因为它的固有特征允许我们将原始问题划分为两个或多个子问题。
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引用次数: 2
Improved RSS-Based DoA Estimation Accuracy in Low-Profile ESPAR Antenna Using SVM Approach 利用支持向量机提高基于rss的低轮廓ESPAR天线DoA估计精度
M. Tarkowski, Mateusz Burtowy, M. Rzymowski, K. Nyka, M. Groth, L. Kulas
In this paper, we have shown how the overall performance of direction-of-arrival (DoA) estimation using low-profile electronically steerable parasitic array radiator (ESPAR) antenna, which has been proposed for Internet of Things (IoT) applications, can significantly be improved when support vector machine (SVM) approach is applied. Because the SVM-based DoA estimation method used herein relies solely on received signal strength (RSS) values recorded at the antenna output port for different directional radiation patterns produced by the antenna steering circuit, the algorithm is well-suited for IoT nodes based on inexpensive radio transceivers. Measurement results indicate that, although the antenna can provide 8 unique main beam directions, SVM-based DoA of unknown incoming signals can successfully be estimated with good accuracy in a fast way using limited number of radiation patterns. Consequently, such an approach can be used in efficient location-based security methods in Industrial Internet of Things (IIoT) applications.
在本文中,我们展示了如何使用低轮廓电子可控寄生阵列散热器(ESPAR)天线进行到达方向(DoA)估计的整体性能,该天线已被提出用于物联网(IoT)应用,当应用支持向量机(SVM)方法时可以显着提高。由于本文使用的基于svm的DoA估计方法仅依赖于在天线输出端口记录的由天线转向电路产生的不同方向辐射方向图的接收信号强度(RSS)值,因此该算法非常适合基于廉价无线电收发器的物联网节点。测量结果表明,虽然该天线可以提供8个唯一的主波束方向,但基于支持向量机的未知输入信号的DoA可以在有限的辐射方向图中快速准确地估计出来。因此,这种方法可用于工业物联网(IIoT)应用中高效的基于位置的安全方法。
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引用次数: 1
Structuring the Industry 4.0 Landscape 构建工业4.0格局
Sebastian R. Bader, Irlán Grangel-González, Mayesha Tasnim, S. Lohmann
The industry and research efforts to standardize Industry 4.0 related developments have merged into an unmanageable amount of reference models, architectures and specification activities. As these efforts have only been roughly coordinated, am incomprehensible and confusing landscape occurred. These developments contradict the initial need for more clarity and structure, especially as many different aspects are framed under the same terminology.We contribute to this challenge by providing a structured overview of the current state of standardization. We create a graphical landscape of Industry 4.0 specifications and standards based on an integrated knowledge graph. Various views provide different illustrations for several information needs. Explicitly stated relations between Industry 4.0 frameworks and technical standards enable the flexible discovery of related information. In addition, we use machine inference techniques to add new links and to further extend the knowledge graph.
标准化工业4.0相关开发的行业和研究工作已经合并成大量难以管理的参考模型、体系结构和规范活动。由于这些努力只是粗略地协调,出现了令人难以理解和混乱的局面。这些事态发展与最初对更明确和结构的需要相矛盾,特别是因为许多不同的方面是在同一术语下提出的。我们通过提供标准化当前状态的结构化概述来应对这一挑战。我们基于集成的知识图创建了工业4.0规范和标准的图形化景观。不同的视图为不同的信息需求提供了不同的说明。明确说明工业4.0框架和技术标准之间的关系,可以灵活地发现相关信息。此外,我们使用机器推理技术来添加新的链接,并进一步扩展知识图谱。
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引用次数: 6
Integration of SMT-based Scheduling with RC Network Calculus Analysis in TTEthernet Networks 以太网中基于smt的调度与RC网络演算分析的集成
A. Finzi, Silviu S. Craciunas
In mixed-criticality Ethernet-based time-triggered networks, like TTEthernet, time-triggered communication (TT) coexists with rate-constrained (RC) and best-effort (BE) traffic. A global communication scheme, i.e., a schedule, establishes contention-free transmission times for TT flows ensuring guaranteed low latency and minimal jitter. Current approaches use Satisfiability Modulo Theories (SMT) to formulate the scheduling constraints and solve the resulting problem. However, these approaches do not take into consideration the impact of the TT schedule on RC traffic. Hence, the resulting TT schedule may cause the worst-case latency requirements of RC traffic not to be fulfilled anymore.In this paper, we present a novel method for including an RC analysis in state-of-the-art SMT-based schedule synthesis algorithms via a feedback loop in order to maintain the optimality properties of the SMT-based approaches while also being able to improve the RC traffic delays. Our method is designed in such a way that it can be readily integrated into existing SMT- or MiP-based solutions. We evaluate our approach using variants derived from a realistic use-case and present methods to further improve the efficiency of our feedback-based approach.
在基于混合临界以太网的时间触发网络(如tethernet)中,时间触发通信(TT)与速率约束(RC)和尽力而为(BE)流量共存。全局通信方案,即调度,为TT流建立无争用的传输时间,确保保证低延迟和最小抖动。现有的方法使用可满足模理论(SMT)来制定调度约束并求解由此产生的问题。然而,这些方法没有考虑TT调度对RC流量的影响。因此,由此产生的TT调度可能导致RC流量的最坏情况延迟需求不再得到满足。在本文中,我们提出了一种新的方法,通过反馈回路将RC分析包含在最先进的基于smt的调度综合算法中,以保持基于smt的方法的最优性,同时也能够改善RC交通延迟。我们的方法是这样设计的,它可以很容易地集成到现有的基于SMT或mip的解决方案中。我们使用来自实际用例的变体来评估我们的方法,并提出了进一步提高基于反馈的方法的效率的方法。
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引用次数: 11
Towards robust 6-DoF detection in uncontrolled lightning enviroments 在非受控雷电环境中实现鲁棒六自由度检测
Alejandro Mora, Edmundo Guerra, M. Manzanares, A. Grau-Saldes
One of the most critical issues that arises when controlling a robot is the necessity to locate itself in the environment. Ranging from industrial processes applications to outdoor mobile robots, landmarks are used to such purpose: by recognizing them, the robots are able to know where they are with the aid of computer vision. Fiducial markers are the cheapest and one of the most common solutions to this issue: 2D planar patterns that embed some information that can be identified using artificial vision techniques. Many different typologies of markers as well as image processing algorithms are being implemented nowadays, using C++ / Python / MATLAB® libraries and ROS as middleware. In this work we have evaluated the robustness of various fiducial marker typologies, documenting the main technical aspects of the used implementations and commenting how each algorithm operates. Aggregated results are presented and discussed, evaluating the different implementations tested.
在控制机器人时出现的最关键的问题之一是必须在环境中定位自己。从工业过程应用到户外移动机器人,地标被用于这样的目的:通过识别它们,机器人能够在计算机视觉的帮助下知道它们在哪里。基准标记是最便宜的,也是解决这个问题的最常见的解决方案之一:嵌入一些可以使用人工视觉技术识别的信息的2D平面模式。如今,使用c++ / Python / MATLAB®库和ROS作为中间件,正在实现许多不同类型的标记以及图像处理算法。在这项工作中,我们评估了各种基准标记类型的鲁棒性,记录了所使用实现的主要技术方面,并评论了每种算法的操作方式。本文给出并讨论了汇总的结果,评估了所测试的不同实现。
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引用次数: 0
Multi-camera architecture for perception strategies 感知策略的多摄像头架构
Enrique Hernández-Murillo, Rosario Aragues, G. López-Nicolás
Building the 3D model of an object is a complex problem that involves aspects such as modeling, control, perception or planning. Performing this task requires a set of different views to cover the entire surface of the object. Since a single camera takes too long to travel through all these positions, we consider a multi-camera scenario. Due to the camera constraints such as the limited field of view or self occlusions, it is essential to use an effective configuration strategy to select the appropriate views that provide more information of the model. In this paper, we develop a multi-camera architecture built on the Robot Operating System. The advantages of the proposed architecture are illustrated with a formation-based algorithm to compute the view that satisfies these constraints for each robot of the formation to obtain the volumetric reconstruction of the target object.
建立一个物体的3D模型是一个复杂的问题,涉及到建模、控制、感知或规划等方面。执行此任务需要一组不同的视图来覆盖对象的整个表面。由于单个摄像机需要花费很长时间才能遍历所有这些位置,因此我们考虑一个多摄像机场景。由于相机的限制,如有限的视野或自我遮挡,必须使用有效的配置策略来选择适当的视图,以提供更多的模型信息。在本文中,我们开发了一个基于机器人操作系统的多摄像头架构。通过基于编队的算法来计算满足这些约束的每个编队机器人的视图,以获得目标物体的体积重建,从而说明了所提出架构的优点。
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引用次数: 1
Supervised global path planning for mobile robots with obstacle avoidance 移动机器人避障的监督全局路径规划
M. Indri, C. Possieri, Fiorella Sibona, Pangcheng David Cen Cheng, V. D. Hoang
The presence of mobile agents in the industrial environment is growing, introducing specific safety issues in their path planning. This paper proposes the implementation of a three-level path planning procedure, which allows: (i) the imposition of a set of waypoints, tending to a safe path, generated by a supervisory planner on the basis of a static map of the environment (not necessarily fully updated), (ii) the generation of a global path including such waypoints exploiting a cost-based algorithm, taking into account also the obstacles not included in the static map, but detected at the beginning of the global planning phase, and (iii) the avoidance of dynamic obstacles appearing during the robot motion, thanks to the action of a local planner. The procedure has been experimentally tested to plan the motion of a differential mobile robot.
移动代理在工业环境中的存在越来越多,在其路径规划中引入了特定的安全问题。本文建议实施三级路径规划程序,该程序允许:(i)监督规划器根据环境的静态地图(不一定完全更新)生成一组倾向于安全路径的路点,(ii)利用基于成本的算法生成包含这些路点的全局路径,同时考虑到静态地图中未包含但在全局规划阶段开始时检测到的障碍物,以及(iii)避免机器人运动过程中出现的动态障碍物。多亏了当地规划师的行动。该程序已经过实验测试,以计划微分移动机器人的运动。
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引用次数: 5
Lamb Wave-based Quality Inspection of Repaired Carbon Fibre Reinforced Polymers for On-Site Aircraft Maintenance 飞机现场维修中基于Lamb波的修复后碳纤维增强聚合物质量检测
Christoph-Alexander Holst, V. Lohweg, Kristian Röckemann, A. Steinmetz
On-site aircraft repairs are gaining in importance due to the susceptibility of carbon fibre reinforced polymers to damage. Repairs themselves are required to be inspected for quality, preferably cost- and time-efficiently. This paper presents an approach for the inspection of repaired composites based on guided Lamb waves. The focus is on cost-effective signal excitation and effective signal processing. Lamb waves are excited with piezoelectric transducers at the resonance frequency of the material under test. Measured signals are processed with a complex wavelet transform to improve damage detection. The proposed approach is evaluated on two test specimens, one of which has a defect in the adhesive bond.
由于碳纤维增强聚合物对损坏的敏感性,现场飞机维修变得越来越重要。维修本身需要进行质量检查,最好是成本和时间效率高。提出了一种基于兰姆波的修复复合材料检测方法。重点是经济有效的信号激励和有效的信号处理。用压电换能器在被测材料的共振频率下激发兰姆波。采用复小波变换对测量信号进行处理,提高损伤检测精度。在两个试件上对该方法进行了评价,其中一个试件的粘接存在缺陷。
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引用次数: 2
Agent-based Model for Transport Order Assignment in AGV Systems AGV系统中基于agent的运输订单分配模型
Daniel Rivas, L. Ribas-Xirgo
Transportation to solve intralogistics is becoming as complex as managing transportation in road logistics. Luckily, it takes place in structured environments where automation is easier. This work is about solving the task assignment problem for a group of automated guided vehicles (AGVs) serving the internal transport of a warehouse or factory. Instead of having a centralized task planner, we use an agent-based approach where agents represent all the stakeholders in the transport system. Namely, the clients are the transport orders and the taxis, the AGVs. We have modeled client and taxi behaviors by using extended finite-state stack machines (EFS2Ms) because they enable both modeling belief-desire-intention (BDI) agents and lower-level controllers. As a result, agent software is produced in a systematic way and, what is more, analyses of different working conditions can be done to fine-tune parameters of the models to achieve an efficient transportation. Results on one realistic study-case show that average service times can be shortened with respect to fixed planning and that this system can operate in legacy systems.
解决内部物流的运输问题正变得像管理公路物流中的运输一样复杂。幸运的是,它发生在更容易自动化的结构化环境中。这项工作是关于解决一组服务于仓库或工厂内部运输的自动引导车辆(agv)的任务分配问题。我们没有使用集中式任务规划器,而是使用基于代理的方法,其中代理代表运输系统中的所有利益相关者。也就是说,客户是运输订单和出租车,agv。我们通过使用扩展有限状态堆栈机(efs2m)对客户端和出租车行为进行了建模,因为它们既可以对信念-欲望-意图(BDI)代理和低级控制器进行建模。通过对不同工况的分析,对模型参数进行微调,达到高效运输的目的。一个实际研究案例的结果表明,相对于固定的计划,平均服务时间可以缩短,并且该系统可以在遗留系统中运行。
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引用次数: 5
期刊
2019 24th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)
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