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

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A case study of automated dual-arm manipulation in industrial applications 自动化双臂操作在工业应用中的案例研究
Yoann Solana, Héctor Herrero, A. García, Sergio Martínez Calvo, Urko Esnaola, D. Sallé, Juan Cortés
Nowadays, factories are required to increase production flexibility in order to manufacture small-lot variants, rapidly adapting to customer demands. Furthermore, manufacturing may involve complex manipulation tasks, usually performed by human workers. In such a context, traditional robotic systems are not competitive due to the huge costs of installation, maintenance and adaptation. A new generation of robots, equipped with multiple arms, is appearing as an attractive alternative because of their potential versatility and ability to execute intricate manipulation tasks. To facilitate the integration of these robots in a work-cell and a rapid adaptation to different tasks, easy-to-use programming interfaces and a high degree of autonomy are mandatory. Autonomous task and motion planning are particularly relevant in this context. In this paper, we present our recent progress in this direction. Hardware and software developments are explained in the context of a pilot dual-arm robot station that is being integrated in the production line of a big airplane manufacturer. First experimental results are also presented.
如今,工厂需要提高生产灵活性,以生产小批量的变体,快速适应客户的需求。此外,制造业可能涉及复杂的操作任务,通常由人类工人执行。在这种情况下,由于安装、维护和适应的巨大成本,传统的机器人系统不具有竞争力。配备多臂的新一代机器人因其潜在的多功能性和执行复杂操作任务的能力而成为一种有吸引力的替代方案。为了促进这些机器人在工作单元中的集成并快速适应不同的任务,易于使用的编程接口和高度的自主性是必需的。在这种情况下,自主任务和运动规划特别相关。在本文中,我们介绍了在这一方向上的最新进展。硬件和软件的发展是在一个大型飞机制造商的生产线上集成的飞行员双臂机器人站的背景下解释的。并给出了初步实验结果。
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引用次数: 3
Modelling and Coordination of a Swarm of Quadrotors Using Lagrange Dynamics and Potential Functions 基于拉格朗日动力学和势函数的四旋翼飞行器群建模与协调
Bedir Halci, V. Gazi, Onur Cihan
In this article we develop an energy based model for the dynamics of a swarm of quadrotors using Lagrangian approach. Both the individual quadrotor dynamics and the interaction dynamics between the agents in the swarm are modeled within the framework. Artificial potential energy and the corresponding potential forces are utilized for modeling the interaction between the quadrotors. Various simulations are performed to illustrate the viability and effectiveness of the developed swarm model. The kinetic and potential energy of the swarm is also illustrated.
本文采用拉格朗日方法建立了一种基于能量的四旋翼机群动力学模型。在该框架内建立了个体四旋翼动力学和群中agent之间的交互动力学模型。利用人工势能和相应的势能来模拟四旋翼之间的相互作用。通过各种仿真来说明所建立的群体模型的可行性和有效性。给出了蚁群的动能和势能。
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引用次数: 2
A Design Pattern for Systems Composed from Intelligent Mechatronic Modules with Wireless Communication 具有无线通信功能的智能机电模块组成系统的设计模式
Udayanto Dwi Atmojo, V. Vyatkin
This paper presents a software design pattern for systems composed from distributed intelligent mechatronic modules which communicate with each other via wireless interface. The design pattern is formed by integrating the reliable communication mechanism called channel, which comes from a system-level programming language SystemJ. The paper demonstrates how the design pattern can be applied in an industrial automation example.
本文提出了一种由分布式智能机电模块组成的系统的软件设计模式,这些模块通过无线接口相互通信。该设计模式是通过集成称为通道的可靠通信机制而形成的,该机制来自系统级编程语言SystemJ。本文演示了该设计模式如何应用于一个工业自动化实例。
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引用次数: 3
Semi-automatic quality inspection of solar cell based on Convolutional Neural Networks 基于卷积神经网络的太阳能电池半自动质量检测
Julen Balzategui, Luka Eciolaza, N. Arana-Arexolaleiba, Jon Altube, J. Aguerre, Iñaki Legarda-Ereño, A. Apraiz
Quality control of solar cells is a very important part of the production process. A little crack or joint failure can cause bad performance of the cell in the future, partly because the defective areas can be electrically disconnected from the active zones. Nowadays, one of the techniques to carry out this control is electroluminescence (EL), which allows obtaining high-resolution images of the cells where a visual and non-invasive inspection of defects can be done. This inspection is mostly performed by trained human operators. However, as the eyes become tired after a working day and the subjectivity of the operators, the accuracy with which the defect detection is done may be compromised. In order to solve this problem, a method to assist the operator in the inspection of polycrystalline silicon solar cells surface from EL images based on Convolutional Neural Networks is proposed. The method would classify the cells as defective and non-defective, and suggest those cells that are defective for re-inspection. Also, it would propose a segmentation map of the defects in the cell. To compensate for the lack of image samples in the dataset, each cell image is divided into regions by a sliding window. Then, each region is classified as defective or non-defective. And finally, all classifications related to the cell are resembled obtaining a segmented image of defective areas in the cell.
太阳能电池的质量控制是生产过程中非常重要的一部分。一个小的裂缝或接头失效可能会导致电池在未来的不良性能,部分原因是有缺陷的区域可以从活跃区域电断开。如今,进行这种控制的技术之一是电致发光(EL),它可以获得细胞的高分辨率图像,从而可以对缺陷进行视觉和非侵入性检查。这种检查主要由训练有素的人工操作人员执行。然而,由于工作一天后眼睛变得疲劳和操作人员的主观性,缺陷检测的准确性可能会受到损害。为了解决这一问题,提出了一种基于卷积神经网络的多晶硅太阳电池表面图像辅助检测方法。该方法将细胞分为有缺陷和无缺陷,并建议对有缺陷的细胞进行复检。同时,它还会提出细胞中缺陷的分割图。为了弥补数据集中图像样本的不足,每个单元图像通过滑动窗口划分为区域。然后,将每个区域划分为缺陷或非缺陷。最后,对与细胞相关的所有分类进行相似处理,得到细胞中缺陷区域的分割图像。
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引用次数: 14
Deployment of territorial structures to reduce gender gap in technology and some real cases in Catalonia 部署地域结构以减少技术方面的性别差距,以及加泰罗尼亚的一些真实案例
K. Gibert, Conxi Pérez Andreu, Núria Castell
Gender gap in computer science related fields is one of the most critical among all technological areas. This paper describes the methodology used to create gender commissions and providing them of a territorial structure around informatics engineering and artificial intelligence, two close areas where the presence of women is critical both at professional level, as well as training level. Territorial structure provides an additional potential very useful for the impact of the activities of the commission. Here the creation of two gender structures in Catalonia is presented
计算机科学相关领域的性别差距是所有技术领域中最关键的问题之一。本文描述了用于创建性别委员会的方法,并围绕信息工程和人工智能为其提供地域结构,这两个密切的领域中,妇女的存在在专业一级和培训一级都是至关重要的。领土结构为委员会活动的影响提供了一个非常有用的额外潜力。这里展示了加泰罗尼亚两种性别结构的创造
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引用次数: 0
Duino-Based Learning (DBL) in Control Engineering Courses 控制工程课程中的二元学习(DBL)
Eneko Lerma, R. Costa-Castelló, R. Griñó, Carlos Sanchis
This document presents a project to develop freely redistributable materials to conduct educational lab projects with MATLAB, Simulink, Arduino and low-cost plants. This work materials introduce the fundamentals of Control Engineering through exercises and videos. Along with all this, the most important steps and issues appeared in the project are explained, so anyone interested on doing a project can have a starting point instead of starting a project from scratch, which most of times this results hard to implement.
本文档介绍了一个项目,利用MATLAB、Simulink、Arduino和低成本工厂开发可自由再分发的材料来进行教育实验室项目。本教材通过练习和视频介绍控制工程的基础知识。除此之外,还解释了项目中出现的最重要的步骤和问题,因此任何对做项目感兴趣的人都可以有一个起点,而不是从头开始一个项目,这在大多数情况下很难实现。
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引用次数: 1
Virtual Network Topologies for Real-time I4.0 Components based on Time-Sensitive Networking 基于时间敏感组网的实时I4.0组件虚拟网络拓扑
Frederick Prinz, Michael Schoeffler, A. Lechler, A. Verl
Future production systems are expected to support dynamic plug-and-produce scenarios across different component manufacturers. Therefore, the concept of I4.0 components was developed. An I4.0 component describes an asset with an asset administration shell providing a standardized representation of its capabilities. Real-time I4.0 components additionally demand for a deterministic communication with bounded low latency, where the network topology is typically defined by physical links and infrastructure. In order to avoid rewiring and to support dynamic plug-and-produce scenarios with real-time I4.0 components, we present so-called virtual topologies decoupled from the physical network infrastructure. Thereby, we extend the concept of real-time I4.0 components to configure the required behavior and introduce an additional submodel for the administration shell. Moreover, a central SDN controller is enhanced to automatically configure the virtual topologies during runtime. These topologies are based on the new real-time communication technology IEEE 802.1 Time-Sensitive Networking (TSN). Finally, we evaluate the latency of the prototypical implementation within real-time I4.0 components depending on the frame size and network bandwidth.
未来的生产系统有望支持跨不同组件制造商的动态即插即用场景。因此,工业4.0组件的概念应运而生。I4.0组件用资产管理外壳描述资产,该外壳提供了资产功能的标准化表示。实时I4.0组件还需要具有有限低延迟的确定性通信,其中网络拓扑通常由物理链路和基础设施定义。为了避免重新布线并支持实时I4.0组件的动态即插即用场景,我们提出了与物理网络基础设施解耦的所谓虚拟拓扑。因此,我们扩展了实时I4.0组件的概念,以配置所需的行为,并为管理外壳引入了额外的子模型。此外,还增强了中央SDN控制器,可以在运行时自动配置虚拟拓扑。这些拓扑基于新的实时通信技术IEEE 802.1时间敏感网络(TSN)。最后,我们根据帧大小和网络带宽评估了实时I4.0组件中原型实现的延迟。
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引用次数: 1
Classification of PROFINET I/O Configurations utilizing Neural Networks 利用神经网络的PROFINET I/O配置分类
Bjarne Johansson, B. Leander, Aida Čaušević, A. Papadopoulos, T. Nolte
In process automation installations, the I/O system connect the field devices to the process controller over a fieldbus, a reliable, real-time capable communication link with signal values cyclical being exchanged with a 10–100 millisecond rate. If a deviation from intended behaviour occurs, analyzing the potentially vast data recordings from the field can be a time consuming and cumbersome task for an engineer. For the engineer to be able to get a full understanding of the problem, knowledge of the used I/O configuration is required. In the problem report, the configuration description is sometimes missing. In such cases it is difficult to use the recorded data for analysis of the problem.In this paper we present our ongoing work towards using neural network models as assistance in the interpretation of an industrial fieldbus communication recording. To show the potential of such an approach we present an example using an industrial setup where fieldbus data is collected and classified. In this context we present an evaluation of the suitability of different neural net configurations and sizes for the problem at hand.
在过程自动化装置中,I/O系统通过现场总线将现场设备连接到过程控制器,这是一种可靠的、实时的通信链路,信号值周期性地以10-100毫秒的速率交换。如果发生了偏离预期行为的情况,对工程师来说,分析来自现场的潜在大量数据记录可能是一项耗时且繁琐的任务。为了使工程师能够全面了解问题,需要了解所使用的I/O配置。在问题报告中,有时缺少配置描述。在这种情况下,很难使用记录的数据来分析问题。在本文中,我们介绍了我们正在进行的工作,即使用神经网络模型作为解释工业现场总线通信记录的辅助。为了展示这种方法的潜力,我们提供了一个使用工业设置的示例,其中现场总线数据被收集和分类。在这种情况下,我们提出了不同的神经网络配置和规模的适合性的评估手头的问题。
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引用次数: 3
Adaptive and Reconfigurable Cyber-Physical Systems [breaker page] 自适应和可重构的信息物理系统
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引用次数: 0
Survey on multi-robot manipulation of deformable objects 多机器人可变形物体操作研究进展
Rafael Herguedas, G. López-Nicolás, Rosario Aragues, C. Sagüés
Autonomous manipulation of deformable objects is a research topic of increasing interest due to the variety of current processes and applications that include this type of tasks. It is a complex problem that involves aspects such as modeling, control, perception, planning, grasping, estimation, etc. A single robot may be unable to perform the manipulation when the deformable object is too big, too heavy or difficult to grasp. Then, using multiple robots working together naturally arises as a solution to perform coordinately the manipulation task. In this paper, we contribute a survey of relevant state-of-the-art approaches concerning manipulation of deformable objects by multiple robots, which includes a specific classification with different criteria and a subsequent analysis of the leading methods, the main challenges and the future research directions.
可变形物体的自主操作是一个越来越受关注的研究课题,因为当前的各种过程和应用都包括这类任务。这是一个复杂的问题,涉及到建模、控制、感知、计划、把握、估计等方面。当可变形物体太大、太重或难以抓取时,单个机器人可能无法完成操作。因此,使用多个机器人协同工作自然成为协调执行操作任务的解决方案。在本文中,我们对多机器人操纵可变形物体的相关最新方法进行了综述,其中包括不同标准的具体分类,并随后分析了主要方法,主要挑战和未来的研究方向。
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引用次数: 41
期刊
2019 24th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)
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