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2013 IEEE International Conference on Robotics and Automation最新文献

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Hypothesis testing framework for active object detection 主动目标检测的假设检验框架
Pub Date : 2013-05-06 DOI: 10.1109/ICRA.2013.6631173
Nikolay A. Atanasov, Bharathwaj Sankaran, J. L. Ny, Thomas Koletschka, George J. Pappas, Kostas Daniilidis
One of the central problems in computer vision is the detection of semantically important objects and the estimation of their pose. Most of the work in object detection has been based on single image processing and its performance is limited by occlusions and ambiguity in appearance and geometry. This paper proposes an active approach to object detection by controlling the point of view of a mobile depth camera. When an initial static detection phase identifies an object of interest, several hypotheses are made about its class and orientation. The sensor then plans a sequence of viewpoints, which balances the amount of energy used to move with the chance of identifying the correct hypothesis. We formulate an active M-ary hypothesis testing problem, which includes sensor mobility, and solve it using a point-based approximate POMDP algorithm. The validity of our approach is verified through simulation and experiments with real scenes captured by a kinect sensor. The results suggest a significant improvement over static object detection.
计算机视觉的核心问题之一是语义重要对象的检测和姿态估计。大多数目标检测工作都是基于单图像处理,其性能受到外观和几何上的遮挡和模糊的限制。本文提出了一种通过控制移动深度相机的视点来主动检测目标的方法。当初始静态检测阶段确定感兴趣的对象时,对其类别和方向做出几个假设。然后,传感器计划一系列视点,以平衡移动所需的能量,并有机会确定正确的假设。我们提出了一个包含传感器移动性的主动M-ary假设检验问题,并使用基于点的近似POMDP算法求解。通过kinect传感器捕获的真实场景进行仿真和实验,验证了该方法的有效性。结果表明,与静态目标检测相比,该方法有了显著的改进。
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引用次数: 33
Soft wearable motion sensing suit for lower limb biomechanics measurements 用于下肢生物力学测量的软性可穿戴运动传感服
Pub Date : 2013-05-06 DOI: 10.1109/ICRA.2013.6631337
Y. Mengüç, Yong‐Lae Park, E. Martinez-Villalpando, P. Aubin, Miriam Zisook, L. Stirling, R. Wood, C. Walsh
Motion sensing has played an important role in the study of human biomechanics as well as the entertainment industry. Although existing technologies, such as optical or inertial based motion capture systems, have relatively high accuracy in detecting body motions, they still have inherent limitations with regards to mobility and wearability. In this paper, we present a soft motion sensing suit for measuring lower extremity joint motion. The sensing suit prototype includes a pair of elastic tights and three hyperelastic strain sensors. The strain sensors are made of silicone elastomer with embedded microchannels filled with conductive liquid. To form a sensing suit, these sensors are attached at the hip, knee, and ankle areas to measure the joint angles in the sagittal plane. The prototype motion sensing suit has significant potential as an autonomous system that can be worn by individuals during many activities outside the laboratory, from running to rock climbing. In this study we characterize the hyperelastic sensors in isolation to determine their mechanical and electrical responses to strain, and then demonstrate the sensing capability of the integrated suit in comparison with a ground truth optical motion capture system. Using simple calibration techniques, we can accurately track joint angles and gait phase. Our efforts result in a calculated trade off: with a maximum error less than 8%, the sensing suit does not track joints as accurately as optical motion capture, but its wearability means that it is not constrained to use only in a lab.
运动传感在人体生物力学研究和娱乐产业中发挥了重要作用。尽管现有的技术,如光学或基于惯性的运动捕捉系统,在检测身体运动方面具有相对较高的精度,但它们在移动性和可穿戴性方面仍然存在固有的局限性。本文设计了一种用于测量下肢关节运动的软性运动传感套装。传感服原型包括一对弹性紧身衣和三个超弹性应变传感器。应变传感器由硅弹性体制成,嵌入了充满导电液体的微通道。这些传感器连接在臀部、膝盖和脚踝区域,以测量关节在矢状面上的角度,形成传感服。作为一个自主系统,这种原型运动传感服具有巨大的潜力,可以在实验室以外的许多活动中由个人穿着,从跑步到攀岩。在这项研究中,我们对超弹性传感器进行了单独表征,以确定它们对应变的机械和电气响应,然后与地面真实光学运动捕捉系统相比,展示了集成宇航服的传感能力。使用简单的校准技术,我们可以准确地跟踪关节角度和步态相位。我们的努力产生了一个经过计算的权衡:最大误差小于8%,传感服不像光学运动捕捉那样精确地跟踪关节,但它的可穿戴性意味着它不局限于仅在实验室中使用。
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引用次数: 149
Object placement as inverse motion planning 物体放置作为逆运动规划
Pub Date : 2013-05-06 DOI: 10.1109/ICRA.2013.6631099
A. Holladay, Jennifer L. Barry, L. Kaelbling, Tomas Lozano-Perez
We present an approach to robust placing that uses movable surfaces in the environment to guide a poorly grasped object into a goal pose. This problem is an instance of the inverse motion planning problem, in which we solve for a configuration of the environment that makes desired trajectories likely. To calculate the probability that an object will take a particular trajectory, we model the physics of placing as a mixture model of simple object motions. Our algorithm searches over the possible configurations of the object and environment and uses this model to choose the configuration most likely to lead to a successful place. We show that this algorithm allows the PR2 robot to execute placements that fail with traditional placing implementations.
我们提出了一种鲁棒放置的方法,该方法使用环境中的可移动表面来引导抓取不良的物体进入目标姿势。这个问题是逆运动规划问题的一个实例,在这个问题中,我们求解一个使期望轨迹可能出现的环境配置。为了计算物体沿特定轨迹运动的概率,我们将放置物理建模为简单物体运动的混合模型。我们的算法搜索对象和环境的可能配置,并使用该模型选择最有可能导致成功位置的配置。我们证明了该算法允许PR2机器人执行传统放置实现失败的放置。
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引用次数: 15
L2-gain optimization for robust bipedal walking on unknown terrain 未知地形下稳健双足行走的l2增益优化
Pub Date : 2013-05-06 DOI: 10.1109/ICRA.2013.6631010
Hongkai Dai, Russ Tedrake
In this paper we seek to quantify and explicitly optimize the robustness of a control system for a robot walking on terrain with uncertain geometry. Geometric perturbations to the terrain enter the equations of motion through a relocation of the hybrid event “guards” which trigger an impact event; these perturbations can have a large effect on the stability of the robot and do not fit into the traditional robust control analysis and design methodologies without additional machinery. We attempt to provide that machinery here. In particular, we quantify the robustness of the system to terrain perturbations by defining an L2 gain from terrain perturbations to deviations from the nominal limit cycle. We show that the solution to a periodic dissipation inequality provides a sufficient upper bound on this gain for a linear approximation of the dynamics around the limit cycle, and we formulate a semidefinite programming problem to compute the L2 gain for the system with a fixed linear controller. We then use either binary search or an iterative optimization method to construct a linear robust controller and to minimize the L2 gain. The simulation results on canonical robots suggest that the L2 gain is closely correlated to the actual number of steps traversed on the rough terrain, and our controller can improve the robot's robustness to terrain disturbances.
在本文中,我们试图量化和明确优化机器人在不确定几何地形上行走的控制系统的鲁棒性。地形的几何扰动通过触发撞击事件的混合事件“守卫”的重新定位进入运动方程;这些扰动会对机器人的稳定性产生很大的影响,如果没有额外的机械装置,就不适合传统的鲁棒控制分析和设计方法。我们试图在这里提供这种机制。特别是,我们通过定义从地形扰动到偏离标称极限环的L2增益来量化系统对地形扰动的鲁棒性。我们证明了周期耗散不等式的解提供了该增益的充分上界,用于在极限环附近的线性近似动力学,并且我们提出了一个半定规划问题来计算具有固定线性控制器的系统的L2增益。然后,我们使用二分搜索或迭代优化方法来构建线性鲁棒控制器并最小化L2增益。对典型机器人的仿真结果表明,L2增益与在崎岖地形上的实际行走步数密切相关,该控制器可以提高机器人对地形干扰的鲁棒性。
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引用次数: 54
Maximal persistent surveillance under safety constraints 安全约束下的最大持续监视
Pub Date : 2013-05-06 DOI: 10.1109/ICRA.2013.6631148
Eduardo Arvelo, Eric J. Kim, N. C. Martins
This paper presents a method for the design of time-invariant memoryless control policies for robots tasked with persistent surveillance of an area in which there are forbidden regions. We model each robot as a controlled Markov chain whose state comprises its position on a finite two-dimensional lattice and the direction of motion. The goal is to find the minimum number of robots and an associated time-invariant memoryless control policy that guarantees that the largest number of states are persistently surveilled without ever visiting a forbidden state. We propose a design method that relies on a finitely parametrized convex program inspired by entropy maximization principles. For clarity of exposition, we focus on simple dynamics and state/control spaces, however the proposed methodology can be extended to more general cases. Numerical examples are provided.
本文提出了一种用于机器人对禁区区域进行持续监视的时不变无记忆控制策略的设计方法。我们将每个机器人建模为一个受控的马尔可夫链,其状态包括其在有限二维晶格上的位置和运动方向。目标是找到最小数量的机器人和相关的时不变无内存控制策略,该策略保证在不访问禁止状态的情况下持续监视最大数量的状态。我们提出了一种基于熵最大化原理的有限参数化凸规划的设计方法。为了清楚地说明,我们将重点放在简单的动态和状态/控制空间上,但是所提出的方法可以扩展到更一般的情况。给出了数值算例。
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引用次数: 3
Precise dynamic turning of a 10 cm legged robot on a low friction surface using a tail 使用尾巴在低摩擦表面上精确动态转向10厘米腿机器人
Pub Date : 2013-05-06 DOI: 10.1109/ICRA.2013.6631037
Nicholas J. Kohut, Andrew O. Pullin, D. Haldane, David Zarrouk, R. Fearing
For maximum maneuverability, terrestrial robots need to be able to turn precisely, quickly, and with a small radius. Previous efforts at turning in legged robots primarily have used leg force or velocity modulation. We developed a palm-sized legged robot, called TAYLRoACH. The tailed robot was able to make rapid, precise turns using only the actuation of a tail appendage. By rapidly rotating the tail as the robot runs forward, the robot was able to make sudden 90° turns at 360 °s-1. Unlike other robots, this is done with almost no change in its running speed. We have also modeled the dynamics of this maneuver, to examine how features, such as tail length and mass, affect the robot's turning ability. This approach has produced turns with a radius of 0.4 body lengths at 3.2 body lengths per second running speed. Using gyro feedback and bang-bang control, we achieve an accuracy of ± 5° for a 60° turn.
为了获得最大的机动性,地面机器人需要能够精确、快速、半径小的转弯。以前的机器人转向主要是利用腿部力量或速度调节。我们开发了一个手掌大小的有腿机器人,叫做TAYLRoACH。这个有尾巴的机器人只用一个尾翼的驱动就能快速、精确地转弯。当机器人向前奔跑时,通过快速旋转尾巴,机器人能够以360°s-1的速度突然转弯90°。与其他机器人不同的是,它的运行速度几乎没有变化。我们还建立了这种机动的动力学模型,以研究尾巴长度和质量等特征如何影响机器人的转弯能力。这种方法以每秒3.2个身长的速度产生了半径为0.4个身长的转弯。使用陀螺仪反馈和砰砰控制,我们实现了±5°的精度为60°转弯。
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引用次数: 66
Lappa: A new type of robot for underwater non-magnetic and complex hull cleaning Lappa:一种用于水下非磁性复杂船体清洗的新型机器人
Pub Date : 2013-05-06 DOI: 10.1109/ICRA.2013.6631053
Daniel Souto, A. Faíña, F. López-Peña, R. Duro
This paper is concerned with the design and implementation of a new concept of robot to clean the underwater sections of ship hulls without using any magnetic attachment. The use of this type of robots on a regular basis to preserve a clean hull, usually when ships are in port or anchored, will improve the efficiency of the ships and will permit a reduction in the use of chemicals that are harmful to the environment to prevent the growth of marine life on the hull. The main contribution of the robot described in this paper is that it is a completely novel design that through an appropriate morphology solves the problems that arise when moving along hulls, including changing planes, negotiating appendices, portholes, corners, and other elements. It thus provides a basis for completely autonomous operation. The design and implementation of the robot is described and some simulations and tests in real environments are presented.
本文研究了一种新型机器人的设计与实现,该机器人可以在不使用任何磁性附件的情况下清洁船体水下部分。定期使用这种类型的机器人来保持船体的清洁,通常是在船舶在港口或停泊时,这将提高船舶的效率,并将允许减少使用对环境有害的化学物质,以防止船体上海洋生物的生长。本文描述的机器人的主要贡献在于,它是一种完全新颖的设计,通过适当的形态解决了沿船体移动时出现的问题,包括改变平面,协商附件,舷窗,角落和其他元素。因此,它为完全自主操作提供了基础。介绍了机器人的设计与实现,并在实际环境中进行了仿真和测试。
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引用次数: 30
Estimation-informed, resource-aware robot navigation for environmental monitoring applications 用于环境监测应用的预估信息、资源感知机器人导航
Pub Date : 2013-05-06 DOI: 10.1109/ICRA.2013.6630701
Lonnie T. Parker, R. A. Coogle, A. Howard
Environmental monitoring of spatially-distributed geo-physical processes (e.g., temperature, pressure, or humidity) requires efficient sampling schemes, particularly, when employing an autonomous mobile agent to execute the sampling task. Many approaches have considered optimal sampling strategies which specialize in minimizing estimation error, while others emphasize reducing resource usage, yet rarely are both of these performance parameters used concurrently to influence the navigation. This work discusses how a spatial estimation process and resource awareness are integrated to generate an informed navigation policy for collecting useful measurement information. We also enable a direct comparison between this informed navigation method and more common approaches using two performance metrics. We show that our informed navigation outperforms these approaches based on performance evaluation as a function of estimation error and resource usage for a useful range of coverage within the sampling area.
空间分布的地球物理过程(如温度、压力或湿度)的环境监测需要有效的采样方案,特别是当采用自主移动代理执行采样任务时。许多方法考虑了专注于最小化估计误差的最佳采样策略,而其他方法则强调减少资源使用,但很少同时使用这两个性能参数来影响导航。这项工作讨论了如何将空间估计过程和资源意识相结合,以生成收集有用测量信息的明智导航策略。我们还可以使用两个性能指标直接比较这种知情导航方法和更常见的方法。我们表明,我们的知情导航优于这些基于性能评估的方法,作为采样区域内有效覆盖范围的估计误差和资源使用的函数。
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引用次数: 5
Constrained motion control of multisegment continuum robots for transurethral bladder resection and surveillance 经尿道膀胱切除监测多节段连续机器人约束运动控制
Pub Date : 2013-05-06 DOI: 10.1109/ICRA.2013.6631417
A. Bajo, Ryan B. Pickens, S. Herrell, N. Simaan
Constrained motion control of robotic end-effectors is essential for safe operation in confined spaces such as the urinary bladder. This paper presents the clinical motivation for the development of new control algorithms for robotic-assisted transurethral bladder resection and surveillance using multisegment continuum robots. The anatomy, workspace, and access constraints for this procedure are identified and used as a guideline for the design of the telesurgical system and its control architecture. Constraints are mapped into the configuration space of the robot rather than in task space simplifying the modeling and the enforcement of virtual fixtures. The redundancy resolution is autonomously modified in order to exploit the remaining degrees of freedom using task priority. These methods are validated on a glass model of urinary bladder.
机器人末端执行器的约束运动控制对于膀胱等受限空间的安全操作至关重要。本文介绍了用于机器人辅助经尿道膀胱切除术和多段连续体机器人监测的新控制算法的临床动机。确定了该程序的解剖结构、工作空间和访问约束,并将其用作远程手术系统及其控制体系结构设计的指导方针。将约束映射到机器人的构形空间而不是任务空间,简化了虚拟夹具的建模和执行。自动修改冗余解析,利用任务优先级利用剩余的自由度。这些方法在膀胱玻璃模型上得到了验证。
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引用次数: 16
Stable haptic interaction using passive and active actuators 使用被动和主动致动器的稳定触觉交互
Pub Date : 2013-05-06 DOI: 10.1109/ICRA.2013.6630901
C. Rossa, J. Lozada, A. Micaelli
This paper presents a stable control method for a hybrid haptic device comprising a brake and a motor. A review of stability condition via describing function analysis is first presented. The results show that while brakes are intrinsically stable, an active device is limited in terms of stiffness. The stability is however improved if the brake simulates a physical damping. Subsequently, the stability condition is obtained via passivity condition analysis. The results demonstrate that the stiffness is improved by engaging both actuators to create resistive forces and the passivity is respected assuming a passive virtual environment. An energy and a stiffness-bounding algorithms have been developed in order to assure the stability of the coupled system in this case. It has been tested and validated using a 1-DOF hybrid haptic device by the simulation of an unstable and an active virtual environments respectively . Experimental results show that the displayable stiffness is improved under stability conditions using the control method. Furthermore, it allows the hybrid system to simulate nonlinear and unstable virtual environments and the controller remains independent of the virtual environment model.
提出了一种由制动器和电机组成的混合触觉装置的稳定控制方法。首先通过描述函数分析对稳定性条件进行了综述。结果表明,虽然制动器本身是稳定的,但主动装置的刚度是有限的。然而,如果制动器模拟物理阻尼,则稳定性得到改善。然后通过无源性条件分析得到系统的稳定性条件。结果表明,在被动虚拟环境下,两个作动器共同产生阻力,提高了系统的刚度,并保证了系统的无源性。为了保证这种情况下耦合系统的稳定性,提出了一种能量和刚度边界算法。利用一自由度混合触觉装置,分别在不稳定虚拟环境和主动虚拟环境下进行了测试和验证。实验结果表明,在稳定条件下,该控制方法提高了系统的显示刚度。此外,它允许混合系统模拟非线性和不稳定的虚拟环境,并且控制器不依赖于虚拟环境模型。
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引用次数: 10
期刊
2013 IEEE International Conference on Robotics and Automation
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