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

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Contact force computation for bimanual grasps 双手抓取接触力计算
Abiud Rojas-de-Silva, R. Suárez
This paper presents a method to compute contact forces for bimanual grasps. The method is based on the optimization of the force distribution of the hands and minimizing the force exerted by each finger, using two different cost functions. Both cost functions and the constrains of the optimization problem are formulated as functions of the joint torques based on the existing relation between the grasping forces, the hand-jacobian matrix and the torque of the joint fingers. Additionally, a bimanual grasp index is presented to measure the force distribution between the hands. The paper includes some application examples of the proposed approach.
本文提出了一种计算双手抓取接触力的方法。该方法采用两种不同的成本函数,优化双手的受力分布,使每个手指的受力最小。基于抓握力、手雅可比矩阵和关节手指力矩之间的关系,将优化问题的代价函数和约束都表示为关节力矩的函数。此外,提出了一种双手抓握指数来衡量双手之间的力分布。文中给出了该方法的一些应用实例。
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引用次数: 2
Optimized configuration of a tactile sensor system for flexible grippers 柔性抓手触觉传感系统的优化配置
S. Zug, Veit Müller, M. Seidel, Pascal Krenckel
Autonomous grasping operations in dynamical environments are key elements of solutions for Factory-of-the-Future scenarios. The manipulator has to cope with a broad variety of objects with different shapes, materials and uncertain poses but at the same time it should provide reliable grasping and placement operations. Within this context, tactile sensors mounted directly on the grippers are a promising solution for monitoring the grasping process. They operate independently from light or line of sight configurations, thus offer a new object detection modality, besides optical-based systems. We receive an imprint of the grasped object with a spatial resolution according to the sensor pattern. However, in case of grippers with a flexible structure and material, this method generates spurious measurements if the gripper is deformed during a manipulation process. This effect disturbs the evaluation of the gripper's state or object position. In this paper, we develop the specification of a tailored tactile sensor configuration able to handle gripper deformations. Based on the results we present a proof-of-concept implementation.
动态环境中的自主抓取操作是未来工厂场景解决方案的关键要素。机械手必须处理各种形状、材料和姿态不确定的物体,同时还必须提供可靠的抓取和放置操作。在这种情况下,直接安装在抓取器上的触觉传感器是一种很有前途的解决方案,可以监测抓取过程。它们独立于光或视线配置,因此提供了一种新的目标检测方式,除了基于光学系统。根据传感器模式,我们接收到被抓物体的空间分辨率的印记。然而,对于具有柔性结构和材料的夹持器,如果夹持器在操作过程中变形,则该方法会产生虚假测量。这种影响会干扰对夹持器状态或物体位置的评估。在本文中,我们开发了一种定制的触觉传感器配置规格,能够处理抓手变形。基于结果,我们提出了一个概念验证实现。
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引用次数: 1
Wireless network performance evaluation for networked robots 网络化机器人无线网络性能评价
Insaf Sassi, Alexia Gouin, J. Thiriet
The integration of the wireless network into the control loop of Networked Control Systems NCSs, given the stochastic behavior of wireless communication, can degrade the system performance i.e, its Quality of Control (QoC). It is necessary to study the implications of the communication constraints because control systems need a perfect communication medium. The performance of wireless network and its Quality of Service (QoS) must thus be analyzed in order to guarantee a good QoC. The present paper proposes an analysis of QoS performance metrics for networked systems (networked robots) using an analytic model based on Markov chain theory. The Markov model describes the IEEE 802.11 Distributed Coordination Function (DCF) for periodic round trip traffic of Wireless Networked Control System (WNCS).
考虑到无线通信的随机特性,将无线网络集成到网络控制系统的控制回路中会降低系统的性能,即控制质量。由于控制系统需要一个完善的通信媒介,因此有必要研究通信约束的含义。因此,必须对无线网络的性能及其服务质量(QoS)进行分析,以保证良好的服务质量。本文提出了一种基于马尔可夫链理论的分析模型来分析网络化系统(网络化机器人)的QoS性能指标。基于Markov模型的IEEE 802.11分布式协调函数(DCF)用于无线网络控制系统(WNCS)的周期性往返通信。
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引用次数: 3
Validation of a monthly quasi-steady-state simulation model for the energy use in buildings 建筑物能源使用每月准稳态模拟模型的验证
A. Moronis, C. Koulamas, A. Kalogeras
The evaluation of the energy consumption or the energy performance of buildings, from a complex engineering system point of view, is a multi-parametric problem where different static or dynamic methods are being used. Quantitative analysis is usually required, not only in the context of building regulations, but also as an important engineering tool for planning energy efficiency measures or interventions. In this paper a quasi-steady state model for the energy use in buildings is presented, which combines simplicity, minimum requirements for data input and adequate accuracy. This model is based on the methodologies described in the ISO 13790 standard. It combines a basic steady state physical model, where dynamic effects are also taken into account by introducing different correlation factors and reference parameters. It's main advantage over more complex dynamic models requiring detailed data and high expertise, is that it can be used not only from a small number of experts but also from engineers involved in energy management or energy efficiency projects. This model is validated according to the procedures of the EN 15265 standard, in order to investigate the dependence of the results on the different parameters used.
从复杂工程系统的角度来看,建筑物的能源消耗或能源性能的评估是一个多参数问题,其中使用了不同的静态或动态方法。通常需要定量分析,不仅在建筑法规的背景下,而且作为规划能效措施或干预措施的重要工程工具。本文提出了一种简单、数据输入要求低、精度高的建筑能耗准稳态模型。该模型基于ISO 13790标准中描述的方法。它结合了一个基本的稳态物理模型,并通过引入不同的相关因子和参考参数来考虑动态效应。与需要详细数据和高专业知识的更复杂的动态模型相比,它的主要优势在于,它不仅可以由少数专家使用,还可以由参与能源管理或能源效率项目的工程师使用。该模型根据EN 15265标准的程序进行验证,以研究结果对所使用的不同参数的依赖性。
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引用次数: 6
Decomposition and distributed algorithms for home healthcare routing and scheduling problem 家庭医疗保健路由调度问题的分解与分布式算法
Sarmad Riazi, Oskar Wigström, Kristofer Bengtsson, B. Lennartson
Many people in need of care still live in their homes, requiring the caretakers to travel to them. Assigning the people to caretakers and generating their schedules can be formulated as a mixed integer linear programming problem (MILP) that inherits many features of the well-known vehicle routing problem with time windows (VRPTW). Currently, the most successful exact algorithms for VRPTW are based on branch and price framework, which combine column generation (CG) and branching. While these methods could be successful for Home Healthcare Routing and Scheduling Problem (HHCRSP) as well, fast approximate algorithms are appealing, especially for large problems. We recently employed a heuristic distributed gossip algorithm to solve HHCRSP. The method had the potential to provide approximate solutions for relatively large problem instances, but its effectiveness was limited to the performance of its local MILP solver. In this paper, we integrate the gossip algorithm with a local solver based on CG, which makes it an effective algorithm for larger problem instances. We also provide numerical experiments and complexity evaluations of the improved gossip algorithm (gossip-CG) with the standard gossip (gossip-MILP) and CG, and show that gossip-CG outperforms the pure CG in case of large problems.
许多需要照顾的人仍然住在家里,需要照顾者去他们那里。将人员分配给看护人并生成他们的时间表可以表述为一个混合整数线性规划问题(MILP),该问题继承了众所周知的带时间窗的车辆路径问题(VRPTW)的许多特征。目前,最成功的VRPTW精确算法是基于分支和价格框架,它结合了列生成(CG)和分支。虽然这些方法也可以成功地解决家庭医疗保健路由和调度问题(HHCRSP),但快速近似算法具有吸引力,特别是对于大型问题。我们最近采用了一种启发式分布式八卦算法来解决HHCRSP问题。该方法有可能为相对较大的问题实例提供近似解,但其有效性受限于其局部MILP求解器的性能。在本文中,我们将八卦算法与基于CG的局部求解器相结合,使其成为解决较大问题实例的有效算法。我们还提供了改进的八卦算法(gossip-CG)与标准八卦(gossip- milp)和CG的数值实验和复杂性评估,并表明在大型问题下,八卦-CG优于纯CG。
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引用次数: 4
Automatic light control of an arbitrary color source for AMOLED inspection using random-search method 用随机搜索法实现任意色源AMOLED检测的自动光控
HyungTae Kim, KyungChan Jin, Jongseok Kim, EungJoo Ha, JinHyeok Lee
Illumination is one of the important factors in machine-vision systems, and optimization of illumination is essential to acquire high-quality images during an inspection process. This paper proposes optimization process of the light color and intensity for inspection of active matrix organic light emitting diode (AMOLED) panels using a random-search method. The raw image acquired by a line scan camera had low luminance uniformity due to the surface condition of the AMOLED. The brightness deviation of the image was corrected to increase uniformity. The image quality after the correction was evaluated using a kind of image index, namely Tenenbaum gradient. The random-search method switched the dimming levels of the color source until a better image index was obtained. The random search was formulated for a multi-dimensional vector to be used in an arbitrary number of color sources. The random value in this study was generated using Gaussian random method, and was terminated when the size of a random vector became sufficiently smaller. The random-search method for automatic light control of AMOLED inspection showed 0.6% difference in the image index between the equal-step search and the proposed method. However the number of iterations in the proposed method was 22 but that of the combinations was 20484.
光照是机器视觉系统的重要因素之一,在检测过程中,光照的优化是获得高质量图像的关键。提出了一种基于随机搜索的有源矩阵有机发光二极管(AMOLED)面板检测光色和光强优化方法。由于AMOLED的表面状况,线扫描相机获得的原始图像亮度均匀性较低。对图像的亮度偏差进行了校正,以增加均匀性。采用一种图像指数,即Tenenbaum梯度,对校正后的图像质量进行评价。随机搜索方法切换色源的调光水平,直到获得更好的图像索引。随机搜索是为一个多维向量制定的,用于任意数量的颜色源。本研究中的随机值采用高斯随机方法生成,当随机向量的大小足够小时终止。AMOLED检测自动光控随机搜索方法与等步搜索方法的图像指数差异为0.6%。然而,该方法的迭代次数为22次,而组合的迭代次数为20484次。
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引用次数: 0
The role of the Industry 4.0 asset administration shell and the digital twin during the life cycle of a plant 工业4.0资产管理外壳和数字孪生在工厂生命周期中的作用
Constantin Wagner, Julian Grothoff, U. Epple, R. Drath, S. Malakuti, Sten Grüner, M. Hoffmeister, Patrick Zimmermann
Industry 4.0 has come up with an impressive number of additional terms and definitions e.g. Asset Administration Shell or Digital Twin. Those terms stand for Industry 4.0 coreparadigms, but their meaning is not harmonized even among experts. This is a source of misunderstanding and confusion. In this paper, the mentioned terms are discussed along the life cycle of a plant. A plant's life cycle comprises the whole process from its idea to its destruction. During the discussion of the terms not only the concepts, but also the visions of Industry 4.0 are clarified. Goal of this paper is not to define additional terms, but to explain and substantiate existing ones and to solve apparent contradictions. Additional outcome of the discussion are architectural recommendations for an upcoming Industry 4.0 architecture. Moreover, suggestions for device manufacturers, system integrators, plant owners and Industry 4.0 architects are given.
工业4.0带来了许多令人印象深刻的附加术语和定义,例如Asset Administration Shell或Digital Twin。这些术语代表工业4.0核心范式,但即使在专家之间,它们的含义也不一致。这是误解和混乱的根源。在本文中,上述术语沿着植物的生命周期进行讨论。植物的生命周期包括从产生到毁灭的整个过程。在讨论术语的过程中,不仅澄清了概念,还澄清了工业4.0的愿景。本文的目的不是为了定义额外的术语,而是为了解释和充实已有的术语,解决明显的矛盾。讨论的其他结果是针对即将到来的工业4.0架构的架构建议。此外,对设备制造商、系统集成商、工厂所有者和工业4.0架构师提出了建议。
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引用次数: 125
Model-based maintenance scheduling in flexible modular automation systems 柔性模块化自动化系统中基于模型的维护调度
Deepak Pal, J. Vain, S. Srinivasan, S. Ramaswamy
Industry 4.0 aims at highly flexible and digitized model of industrial production that is smarter and more reliable than the current possibilities. This requires vertical integration of different operations in a manufacturing to promote reconfigurable smart factory. This investigation proposes a method to schedule maintenance operations using formal methods considering power balance and production constraints in process industries. First, we provide an optimization model for scheduling maintenance and operation along production schedules. Second, we use timed model checking to schedule maintenance considering various physical and operating constraints. Third, we illustrate the method in a smart aluminium factory. The main contribution of this investigation is the integration of optimization models and formal methods in one framework, which leads to verified production/maintenance schedules and contributes to the objectives of Industry 4.0.
工业4.0的目标是高度灵活和数字化的工业生产模式,比目前的可能性更智能,更可靠。这需要垂直整合制造中的不同操作,以促进可重构的智能工厂。本研究提出了一种方法来安排维修操作使用正式的方法考虑功率平衡和生产限制在过程工业。首先,我们提出了一个按照生产计划安排维修和运行的优化模型。其次,考虑到各种物理和操作约束,我们使用定时模型检查来安排维护。第三,我们以一个智能铝厂为例说明了该方法。该研究的主要贡献是将优化模型和正式方法集成在一个框架中,从而产生验证的生产/维护计划,并有助于实现工业4.0的目标。
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引用次数: 2
Motion planning with motion primitives for industrial bin picking 运动规划与运动原语工业料仓拣选
Vojtěch Vonásek, A. Vick, M. Saska
In the bin picking problem, the task is to automatically unload objects from a container using a robotic manipulator. The task is often approached by organizing the objects into a predictable pattern, e.g., a workpiece carrier, in order to simplify all integral subtasks like object recognition, motion planning and grasping. In such a case, motion planning can even be solved offline as it is ensured that the objects are always at the same positions at known times. However, there is a growing demand for non-structured bin picking, where the objects can be placed randomly in the bins. This arises from recent trends of transforming classical factories into smart production facilities allowing small lot sizes at the efficiency of mass production. The demand for fast and highly flexible handling and manipulation abilities of industrial robots requires to solve all the bin picking methods, including motion planning, online. In this paper, we propose a novel technique for fast sampling-based motion planning of robotic manipulators using motion primitives. Motion primitives are short trajectories that boost search of the configuration space and consequently speed up the planning phase. The proposed work has been verified in a simulation and on a prototype of a bin picking system.
在拣箱问题中,任务是使用机器人机械手自动从容器中卸下物品。该任务通常通过将对象组织成可预测的模式(例如,工件载体)来实现,以便简化所有完整的子任务,如对象识别,运动规划和抓取。在这种情况下,运动规划甚至可以离线解决,因为它确保了物体在已知时间始终处于相同的位置。然而,对于非结构化的垃圾箱拾取的需求越来越大,在这种情况下,物品可以随机放置在垃圾箱中。这源于最近将传统工厂转变为智能生产设施的趋势,允许以大规模生产的效率进行小批量生产。工业机器人对快速和高度灵活的搬运和操作能力的需求要求解决所有的拣仓方法,包括运动规划,在线。本文提出了一种基于运动原语的基于采样的机器人快速运动规划方法。运动原语是短轨迹,促进了构型空间的搜索,从而加快了规划阶段。所提出的工作已在一个模拟和一个垃圾箱拾取系统的原型上得到验证。
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引用次数: 7
Tracking, reconstruction and grasping of unknown rotationally symmetrical objects from a conveyor belt 传送带上未知旋转对称物体的跟踪、重建和抓取
Denis Stogl, Daniel Zumkeller, S. E. Navarro, Alexander Heilig, B. Hein
Many manipulation applications in industrial settings using robots depend on reliable detection and grasping capabilities of stationary or moving objects. The latter demand an extended use of intrinsic and extrinsic sensors being in a closed control-loop with a robotic system. In this paper we present an approach for tracking, reconstruction and grasping of unknown objects from a moving conveyor belt using an external depth sensor and an industrial robot. The approach consists of an algorithm for the estimation of the position, velocity and form of an object, an algorithm for estimation of the conveyor's path and an algorithm for calculating an interception trajectory for the robot. The presented scheme is designed for tracking and reconstruction of unknown rotationally symmetrical objects. Nevertheless, the reconstruction algorithm is able to detect asymmetrical parts of an object and recognize if an object is hollow. This is further used for calculation of a feasible grasp. From the reconstruction data a mesh of the object is created. Finally, robots interception and grasping trajectory are calculated on-line for any arbitrary position on the conveyor. The objects are sucessfully grasped from moving conveyor up to the speed of more than 10 [cm/s].
在工业环境中使用机器人的许多操作应用依赖于对静止或移动物体的可靠检测和抓取能力。后者需要在机器人系统的闭环控制回路中扩展使用内在和外在传感器。在本文中,我们提出了一种利用外部深度传感器和工业机器人对移动传送带上的未知物体进行跟踪、重建和抓取的方法。该方法包括一个估计物体位置、速度和形状的算法,一个估计传送带路径的算法和一个计算机器人拦截轨迹的算法。该方案是针对未知旋转对称目标的跟踪和重建而设计的。然而,重建算法能够检测物体的不对称部分,并识别物体是否为空心。这进一步用于计算可行抓地力。从重建数据中创建对象的网格。最后,对输送机上任意位置的机器人拦截和抓取轨迹进行在线计算。从移动的输送机上成功抓取物体,速度超过10 [cm/s]。
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引用次数: 13
期刊
2017 22nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)
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