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2019 19th International Conference on Advanced Robotics (ICAR)最新文献

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Pre-diagnosis of pelvic floor disorders-based image registration and clustering 基于图像配准和聚类的盆底疾病预诊断
Pub Date : 2019-12-01 DOI: 10.1109/ICAR46387.2019.8981575
Cicero L. Costa, Túlia A. A. Macedo, C. Barcelos
Pelvic dysfunction mainly affects adult women, it is estimated that 15% of multiparous women suffer from the problem. Dysfunctions can be diagnosed by defecography, a dynamic MRI scan. Images are used by specialists to diagnose organ dysfunction such as the bladder and the early rectum. This paper presents an automated classification system that uses a non-rigid registration based on a variational model to create automatic markings from initial markings made by an expert. The classification is based on simple average and the centroids of the K-means grouping technique. The classification made by the system is evaluated by confusion matrix based metrics. The obtained results using 21 defecography exams from 21 different patients indicate that the proposed technique is a promising tool in the diagnosis of pelvic floor disorders and can assist the physician in the diagnostic process.
骨盆功能障碍主要影响成年女性,估计有15%的多胎妇女患有该问题。功能障碍可以通过排便造影诊断,这是一种动态MRI扫描。影像被专家用来诊断器官功能障碍,如膀胱和早期直肠。本文提出了一种自动分类系统,该系统使用基于变分模型的非刚性配准,从专家所做的初始标记中创建自动标记。分类是基于简单平均和k均值分组技术的质心。通过基于混淆矩阵的度量来评估系统所做的分类。对21例不同患者的21例排便造影检查结果表明,所提出的技术是诊断盆底疾病的一种很有前途的工具,可以帮助医生进行诊断。
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引用次数: 0
Model-based Dynamic Pose Graph SLAM in Unstructured Dynamic Environments 非结构化动态环境中基于模型的动态姿态图SLAM
Pub Date : 2019-12-01 DOI: 10.1109/ICAR46387.2019.8981632
Amy Deeb, M. Seto, Yajun Pan
Navigation in dynamic environments is a challenge for autonomous vehicles operating without prior maps or global position references. This poses high risk to vehicles that perform scientific studies and monitoring missions in marine Arctic environments characterized by slowly moving sea ice with few truly static landmarks. Whereas mature simultaneous localization and mapping (SLAM) approaches assume a static environment, this work extends pose graph SLAM to spatiotemporally evolving environments. A novel model-based dynamic factor is proposed to capture a landmark's state transition model - whether the state be kinematic, appearance or otherwise. The structure of the state transition model is assumed to be known a priori, while the parameters are estimated on-line. Expectation maximization is used to avoid adding variables to the graph. Proof-of-concept results are shown in small- and medium-scale simulation, and small-scale laboratory environments for a small quadrotor. Preliminary laboratory validation results shows the effect of mechanical limitations of the quadrotor platform and increased uncertainties associated with the model-based dynamic factors on the SLAM estimate. Simulation results are encouraging for the application of model-based dynamic factors to dynamic landmarks with a constant-velocity kinematic model.
对于没有事先地图或全球位置参考的自动驾驶汽车来说,在动态环境中导航是一个挑战。这对在北极海洋环境中执行科学研究和监测任务的车辆构成了高风险,北极海洋环境的特点是海冰缓慢移动,几乎没有真正的静态地标。虽然成熟的同时定位和映射(SLAM)方法假设一个静态环境,但这项工作将姿态图SLAM扩展到时空变化的环境。提出了一种新的基于模型的动态因子来捕捉地标的状态转换模型——无论是运动状态、外观状态还是其他状态。假设状态转移模型的结构是先验已知的,而参数是在线估计的。期望最大化用于避免向图中添加变量。概念验证结果显示在中小规模的模拟,以及小型四旋翼的小型实验室环境。初步的实验室验证结果表明,四旋翼平台的机械限制以及与基于模型的动态因素相关的不确定性增加对SLAM估计的影响。仿真结果为将基于模型的动态因子应用于等速运动模型的动态地标具有鼓舞人心的意义。
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引用次数: 2
EspeleoRobô - a robotic device to inspect confined environments EspeleoRobô -检查密闭环境的机器人设备
Pub Date : 2019-12-01 DOI: 10.1109/ICAR46387.2019.8981627
Héctor Azpúrua, Filipe A. S. Rocha, G. Garcia, Alexandre Souza Santos, Eduardo Cota, Luiz Guilherme Barros, Alexandre S Thiago, G. Pessin, G. Freitas
Robotic devices operating in confined environments such as underground, tunnel systems, and cave networks are currently receiving particular attention from research and industry. One example is the Brazilian mining company Vale S.A., which is employing a robot - Espeleolcobô - to access restricted areas. The robot was designed initially to inspect natural caves during teleoperated missions and is now being used to monitor dam galleries and other confined or dangerous environments. This paper describes recent developments regarding locomotion mechanisms and mobility analyses, localization, and path planning strategies aiming autonomous robot operation. Preliminary results from simulation and field experiments validate the robotic device concept. Lessons learned from multiple field tests in industrial scenarios are also described.
在地下、隧道系统和洞穴网络等受限环境中工作的机器人设备目前受到研究和工业界的特别关注。巴西矿业公司淡水河谷(Vale s.a.)就是一个例子,该公司正在使用机器人Espeleolcobô进入限制区域。该机器人最初的设计目的是在远程操作任务中检查天然洞穴,现在被用于监测水坝和其他受限或危险的环境。本文描述了针对自主机器人操作的运动机制和机动性分析、定位和路径规划策略的最新进展。仿真和现场实验的初步结果验证了机器人装置的概念。还介绍了从工业场景的多次现场测试中吸取的经验教训。
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引用次数: 15
Map Point Optimization in Keyframe-Based SLAM using Covisibility Graph and Information Fusion 基于关键帧SLAM的图点优化与信息融合
Pub Date : 2019-12-01 DOI: 10.1109/ICAR46387.2019.8981653
Edison Kleiber Titito Concha, Diego Pittol, Ricardo Westhauser, M. Kolberg, R. Maffei, Edson Prestes e Silva
Keyframe-based monocular SLAM (Simultaneous Localization and Mapping) is one of the main visual SLAM approaches, used to estimate the camera motion together with the map reconstruction over selected frames. These techniques represent the environment by map points located in the three-dimensional space, that can be recognized and located in the frame. However, these techniques usually cannot decide when a map point is an outlier or obsolete information and can be discarded. Another problem is to decide when combining map points corresponding to the same three-dimensional point. In this paper, we present a robust method to maintain a refined map. This approach uses the covisibility graph and an algorithm based on information fusion to build a probabilistic map, that explicitly models outlier measurements. In addition, we incorporate a pruning mechanism to reduce redundant information and remove outliers. In this way, our approach manages to reduce the map size maintaining essential information of the environment. Finally, in order to evaluate the performance of our method, we incorporate it into an ORB-SLAM system and measure the accuracy achieved on publicly available benchmark datasets which contain indoor images sequences recorded with a hand-held monocular camera.
基于关键帧的单眼SLAM (Simultaneous Localization and Mapping)是主要的视觉SLAM方法之一,用于估计摄像机运动并在选定帧上重建地图。这些技术通过位于三维空间中的地图点来表示环境,这些点可以在框架中被识别和定位。然而,这些技术通常不能确定一个地图点何时是一个异常值或过时的信息,可以丢弃。另一个问题是决定何时组合对应于同一三维点的地图点。在本文中,我们提出了一种鲁棒的方法来维护一个精细化的映射。该方法使用共可见度图和基于信息融合的算法来构建概率图,明确地对离群值进行建模。此外,我们还采用了修剪机制来减少冗余信息和去除异常值。通过这种方式,我们的方法设法减小了地图尺寸,同时保持了环境的基本信息。最后,为了评估我们的方法的性能,我们将其纳入ORB-SLAM系统,并测量了在公开可用的基准数据集上实现的精度,这些基准数据集包含用手持单目相机记录的室内图像序列。
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引用次数: 1
Adaptable Platform for Interactive Swarm Robotics (APIS): A Human-Swarm Interaction Research Testbed 交互式群机器人的适应性平台:一个人-群交互研究试验台
Pub Date : 2019-12-01 DOI: 10.1109/ICAR46387.2019.8981628
N. Dhanaraj, Julietta Maffeo, G. Pereira, Jason N. Gross, Yu Gu, Nathan Hewitt, Casey Edmonds-Estes, Rachel Jarman, Jeongwoo Seo, Henry Gunner, Alexandra Hatfield, Tucker Johnson, Lunet Yifru
This paper describes the Adaptable Platform for Interactive Swarm robotics (APIS) - a testbed designed to accelerate development in human-swarm interaction (HSI) research. Specifically, this paper presents the design of a swarm robot platform composed of fifty low cost robots coupled with a testing field and a software architecture that allows for modular and versatile development of swarm algorithms. The motivation behind developing this platform is that the emergence of a swarm's collective behavior can be difficult to predict and control. However, human-swarm interaction can measurably increase a swarm's performance as the human operator may have intuition or knowledge unavailable to the swarm. The development of APIS allows researchers to focus on HSI research, without being constrained to a fixed ruleset or interface. A short survey is presented that offers a taxonomy of swarm platforms and provides conclusions that contextualize the development of APIS. Next, the motivations, design and functionality of the APIS testbed are described. Finally, the operation and potential of the platform are demonstrated through two experimental evaluations.
本文介绍了交互式蜂群机器人(APIS)的适应性平台——一个旨在加速人群交互(HSI)研究发展的试验台。具体来说,本文提出了一个由50个低成本机器人组成的群体机器人平台的设计,并结合了一个测试场和一个允许群体算法模块化和通用开发的软件架构。开发这个平台背后的动机是,群体集体行为的出现很难预测和控制。然而,人与群体的互动可以显著地提高群体的性能,因为人类操作员可能有群体无法获得的直觉或知识。api的开发使研究人员能够专注于HSI研究,而不受固定规则集或接口的限制。本文提出了一个简短的调查,提供了群平台的分类,并提供了与api开发相关的结论。接下来,描述了api测试平台的动机、设计和功能。最后,通过两次实验评估,论证了该平台的可行性和潜力。
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引用次数: 3
Fast Convolutional Neural Network for Real-Time Robotic Grasp Detection 基于快速卷积神经网络的机器人实时抓取检测
Pub Date : 2019-12-01 DOI: 10.1109/ICAR46387.2019.8981651
E. G. Ribeiro, V. Grassi
The development of the robotics field has not yet allowed robots to execute, with dexterity, simple actions performed by humans. One of them is the grasping of objects by robotic manipulators. Aiming to explore the use of deep learning algorithms, specifically Convolutional Neural Networks (CNN), to approach the robotic grasping problem, this work addresses the visual perception phase involved in the task. To achieve this goal, the dataset “Cornell Grasp” was used to train a CNN capable of predicting the most suitable place to grasp the object. It does this by obtaining a grasping rectangle that symbolizes the position, orientation, and opening of the robot's parallel grippers just before the grippers are closed. The proposed system works in real-time due to the small number of network parameters. This is possible by means of the data augmentation strategy used. The efficiency of the detection is in accordance with the state of the art and the speed of prediction, to the best of our knowledge, is the highest in the literature.
机器人领域的发展还没有使机器人能够灵巧地执行人类执行的简单动作。其中之一是机器人操纵器对物体的抓取。旨在探索使用深度学习算法,特别是卷积神经网络(CNN)来解决机器人抓取问题,本工作解决了任务中涉及的视觉感知阶段。为了实现这一目标,使用“Cornell Grasp”数据集来训练一个能够预测最适合抓取物体的位置的CNN。它通过获取一个抓取矩形来实现这一点,该矩形表示机器人的平行抓取器在关闭之前的位置、方向和开口。由于网络参数较少,该系统可以实时工作。这可以通过所使用的数据增强策略实现。据我们所知,检测的效率与技术水平相一致,预测的速度在文献中是最高的。
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引用次数: 6
Multi-robot On-line Sampling Scheduler for Persistent Monitoring 用于持续监测的多机器人在线采样调度
Pub Date : 2019-12-01 DOI: 10.1109/ICAR46387.2019.8981550
D. Macharet, A. A. Neto
The employment of autonomous agents for persistent monitoring tasks has significantly increased in recent years. In this sense, the data collection process must take into account limited resources, such as time and energy, whilst acquiring a sufficient amount of data to generate accurate models of underlying phenomena. Many different schedulers in the literature act in an off-line manner, which means they define the sequence of visit and generate a set of paths before any observations are made. However, on-line approaches can adapt their behavior based on previously collected data, allowing to obtain more precise models. In this paper, we propose an on-line scheduler which evaluates the sampling rate of the signals being measured to assign different priorities to different Points-of-Interest (PoIs). Next, according to this priority, it is determined if a region must be visited more or less frequently to increase our knowledge of the phenomenon. Our methodology was evaluated through several experiments in a simulated environment.
近年来,使用自主代理执行持久监控任务的情况显著增加。从这个意义上说,数据收集过程必须考虑到有限的资源,如时间和精力,同时获得足够数量的数据来生成潜在现象的准确模型。文献中许多不同的调度器以离线方式工作,这意味着它们在进行任何观察之前定义访问顺序并生成一组路径。然而,在线方法可以根据先前收集的数据调整它们的行为,从而获得更精确的模型。在本文中,我们提出了一个在线调度程序,该程序评估被测量信号的采样率,从而为不同的兴趣点(poi)分配不同的优先级。接下来,根据这个优先级,确定一个地区是否必须更频繁或更少地访问,以增加我们对这种现象的了解。我们的方法通过模拟环境中的几个实验进行了评估。
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引用次数: 0
Mathematical modeling and control of a quadrotor aerial vehicle with tiltrotors aimed for interaction tasks 具有倾转旋翼的四旋翼飞行器的数学建模与控制
Pub Date : 2019-12-01 DOI: 10.1109/ICAR46387.2019.8981636
J. C. Vendrichoski, T. L. Costa, E. S. Elyoussef, E. D. Pieri
With a wide spectrum of applications ranging from entertainment to military use, quadrotors, in their conventional construction with four fixed rotors, have proven to be sufficiently capable of robustly performing numerous tasks. However, the capability to generate thrust just in one direction, i.e., normal to its main plane, is very restrictive and drastically reduces the maneuverability and agility of the vehicle. In this paper, an alternative model of the quadrotor is presented. Constructively, the difference lies in the addition of a mechanism that tilts the rotors in the longitudinal direction, which in practice adds maneuverability by enabling the longitudinal translation uncoupled from the pitching movement. In addition to this new thrust component in the longitudinal direction, this configuration also yields a significant increase in the yaw torque. These are highly desired features in a UAV used to execute tasks that require physical interaction with the surrounding environment. The mathematical model of the entire system is obtained by employing the Euler-Lagrange formalism and a multi-body approach. In addition, a basic control scheme is used to verify, through simulation, the obtained model.
从娱乐到军事用途的广泛应用,四旋翼飞行器,在其传统的四个固定转子结构中,已被证明有足够的能力强大地执行许多任务。然而,仅在一个方向上产生推力的能力,即其主平面的法线,是非常有限的,并大大降低了车辆的机动性和敏捷性。本文提出了一种四旋翼飞行器的替代模型。建设性地说,不同之处在于增加了一个使转子在纵向上倾斜的机构,这在实践中增加了可操作性,使纵向平移与俯仰运动分离。除了纵向上的新推力组件外,这种配置还显著增加了偏航扭矩。这些都是用于执行需要与周围环境进行物理交互的任务的无人机非常需要的功能。利用欧拉-拉格朗日的形式主义和多体方法,得到了整个系统的数学模型。此外,还采用了一种基本控制方案,通过仿真验证了所得到的模型。
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引用次数: 3
Null Space-Based Formation Control with Leader Change Possibility 具有机头变化可能性的空基编队控制
Pub Date : 2019-12-01 DOI: 10.1109/ICAR46387.2019.8981567
Valentim Ernandes Neto, M. S. Filho, A. Brandão
This work discusses the implementation and experimentation of a control system designed to guide a multi-robot formation of one aerial and three ground robots, in a trajectory tracking task. The implementation considers three partial formations of two robots, each one associated to a virtual structure, a straight line in the 3D space with its own formation controller. Two of the partial line formations are homogeneous formations of two ground vehicles, and the third one is a heterogeneous formation, involving a ground and an aerial vehicles. All the partial formations have the same reference for position, which is one of the ground vehicles. This also allows to discuss what would happen if this ground vehicle, the reference for all the line formations, and thus for the whole formation, presents a failure, what is considered here, in connection to an escorting mission. The result is that the designed control system is effectively able to accomplish the mission, even upon a failure of the reference robot, what is validated by experimental results also discussed here.
本工作讨论了一个控制系统的实现和实验,该控制系统设计用于指导由一个空中和三个地面机器人组成的多机器人编队,在轨迹跟踪任务中。该实现考虑了两个机器人的三个部分编队,每个机器人都与一个虚拟结构相关联,在3D空间中有自己的编队控制器的直线。其中两个偏线编队是两辆地面车辆的均质编队,第三个是非均质编队,涉及一辆地面车辆和一辆空中车辆。所有的局部编队都有相同的位置参考,这是地面车辆之一。这也允许讨论如果地面车辆,所有队列的参考,因此整个编队,在护送任务中出现失败,将会发生什么。结果是,所设计的控制系统是有效地能够完成任务,即使在失败的参考机器人,这是验证了实验结果也讨论在这里。
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引用次数: 2
Towards Real-time Estimation of a Spherical Eye Model based on a Single Fiber OCT 基于单光纤OCT的球形眼模型实时估计研究
Pub Date : 2019-12-01 DOI: 10.1109/ICAR46387.2019.8981620
P. Cornelissen, M. Ourak, G. Borghesan, D. Reynaerts, E. V. Poorten
Depth perception remains a key challenge in vitreoretinal surgery. Currently users only have the view from an overhead stereo-microscope available, but this means of visualisation is quite restrictive. Optical Coherence Tomography (OCT) has been introduced in the past and is even integrated in a number of commercial systems to provide a more detailed depth vision, even showing subsurface structures up to a few millimeters below the surface. The intra-operative use of OCT, especially in combination with robotics, is still sub-optimal. At present one can get either a very slowly updating large volume scan (C-scan) or a faster but not aligned cross-sectional B-scan or an even more local single point A-scan at very high update rate. In this work we propose a model-mediated approach. As the posterior eye segment can be approximated as a sphere, we propose to model the retina with this simplified sphere model, the center and radius of which can be estimated in real time. A time-varying Kalman filter is proposed here in combination with an instrument-integrated optical fiber that provides high-frequency A-scans along the longitudinal instrument direction. The model and convergence of the model has been validated first in a simulation environment and subsequently in-silico using an OCT A-scan probe mounted on a co-manipulated vitreoretinal robotic system. The probe was manipulated to measure a 3D stereo lithographically printed spherical model of the posterior eye segment. The feasibility of the proposed method was demonstrated in various scenarios. For the in-silico validation a 20 micrometer error and convergence speed of 2.0 seconds was found when sampling A-scans at 200Hz.
深度感知仍然是玻璃体视网膜手术的关键挑战。目前,用户只能从头顶的立体显微镜上看到,但这种可视化手段是相当有限的。光学相干层析成像(OCT)在过去已经被引入,甚至被集成到许多商业系统中,以提供更详细的深度视觉,甚至可以显示地表以下几毫米的地下结构。术中OCT的使用,特别是与机器人技术的结合,仍然是次优的。目前,人们可以得到更新非常缓慢的大容量扫描(c扫描)或更快但不对齐的横断面b扫描或更局部的单点a扫描,更新率非常高。在这项工作中,我们提出了一种模型介导的方法。由于眼后段可以近似为一个球体,我们提出用这个简化的球体模型对视网膜进行建模,可以实时估计其中心和半径。本文提出了一种时变卡尔曼滤波器与仪器集成光纤相结合,该光纤可沿仪器纵向方向提供高频A扫描。模型和模型的收敛性首先在仿真环境中进行了验证,随后使用安装在协同操作的玻璃体视网膜机器人系统上的OCT a扫描探针进行了计算机验证。该探针被用来测量眼后段的三维立体光刻球形模型。在各种场景下验证了该方法的可行性。对于计算机验证,当采样频率为200Hz时,发现误差为20微米,收敛速度为2.0秒。
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引用次数: 2
期刊
2019 19th International Conference on Advanced Robotics (ICAR)
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