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Neural network for human cognitive state estimation 人类认知状态估计的神经网络
Makoto Takahashi, O. Kubo, M. Kitamura, H. Yoshikawa
A neural network (NN) has been applied to the human cognitive state estimation based on the set of physiological measures, heart rate, blood pressure, respiration rate, skin potential response (SPR), blink rate and saccadic eye motion rate have been chosen as the representative metrical indices reflecting human mental state. The qualitative tendencies of these measures have been taken as the inputs of the NN. The human cognitive states are categorized into six pre-specified states: (1) information acquisition (IA); (2) memory related (MR); (3) thought (TH); (4) motor action (MA); (5) emotion (EM); and (6) others (OT). The adopted network a is three layer feedforward network trained with a backpropagation algorithm with forgetting. Sets of training data for learning have been collected through laboratory experiments, in which the subjects were induced to undergo a specific sequence of cognitive states. The resultant NN showed superior capability of discriminating human cognitive states based on the pattern of the physiological measures.<>
将神经网络(NN)应用于基于一组生理测量的人类认知状态估计,选择心率、血压、呼吸频率、皮肤电位反应(SPR)、眨眼率和跳眼动率作为反映人类精神状态的代表性测量指标。将这些度量的定性趋势作为神经网络的输入。人类的认知状态可分为六个预先设定的状态:(1)信息获取(IA);(2)记忆相关(MR);(3)思想(TH);(4)电机动作(MA);(5)情绪(EM);(六)其他(OT)。所采用的网络a是用带遗忘的反向传播算法训练的三层前馈网络。通过实验室实验收集了学习的训练数据集,在实验中,受试者被诱导经历特定的认知状态序列。结果表明,基于生理测量模式的神经网络具有更好的识别人类认知状态的能力。
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引用次数: 23
Collision free minimum time trajectory planning for manipulators using global search and gradient method 基于全局搜索和梯度法的机械臂无碰撞最小时间轨迹规划
Motoji Yamamoto, Y. Isshiki, A. Mohri
A method for a time optimal collision free trajectory planning problem is proposed. In this paper, the dynamics of manipulator and obstacles are considered. This type of optimal trajectory planning problem is very difficult and complicated one because of the nonlinearity of manipulator dynamics and existence of obstacles. Generally, it results in a multimodal optimization problem. The proposed method is basically an iteratively improving one based on a gradient method. Firstly, two global methods (a genetic algorithm or an exact cell decomposition method) are used to search multiple initial feasible spatial paths for the gradient method. Next, the gradient method searches the time optimal solution locally with the multiple initial feasible solutions. Simulation results show that this is an effective approach to the time optimal collision free trajectory planning problem.<>
提出了一种时间最优无碰撞轨迹规划问题的求解方法。本文考虑了机械臂和障碍物的动力学问题。由于机械臂动力学的非线性和障碍物的存在,这类最优轨迹规划问题是一个非常困难和复杂的问题。一般来说,这是一个多模态优化问题。该方法基本上是一种基于梯度法的迭代改进方法。首先,采用遗传算法和精确元胞分解两种全局方法对梯度法的多个初始可行空间路径进行搜索;其次,梯度法利用多个初始可行解局部搜索时间最优解;仿真结果表明,该方法是求解无碰撞轨迹规划问题的有效方法。
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引用次数: 16
Use of visual and tactile data for generation of 3-D object hypotheses 使用视觉和触觉数据生成三维物体假设
M. Boshra, Hong Zhang
Most existing 3-D object recognition/localization systems rely on a single type of sensory data, although several sensors may be available in a robot task to provide information about the objects to be recognized. In this paper, the authors present a technique to localize polyhedral objects by integrating visual and tactile data. It is assumed that visual data is provided by a monocular visual sensor, while tactile data by a planar-array tactile sensor in contact with the object to be localized. The authors focus on using tactile data in the hypothesis generation phase to reduce the requirements of visual features for localization to a V-junction only. The main concept of this technique is to compute a set of partial pose hypotheses off-line by utilizing tactile data, and then complement these partial hypotheses on-line using visual data. The technique presented is tested using simulated and real data.<>
大多数现有的3-D物体识别/定位系统依赖于单一类型的感官数据,尽管在机器人任务中可以使用多个传感器来提供有关待识别物体的信息。本文提出了一种结合视觉和触觉数据的多面体目标定位方法。假设视觉数据由单目视觉传感器提供,触觉数据由与待定位物体接触的平面阵列触觉传感器提供。作者专注于在假设生成阶段使用触觉数据,以减少视觉特征定位到v型交界处的要求。该技术的主要思想是利用触觉数据离线计算一组部分姿态假设,然后使用视觉数据在线补充这些部分假设。采用模拟数据和实际数据对所提出的方法进行了验证。
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引用次数: 6
Some approaches to context based grasp planning for a multi-fingered gripper 基于上下文的多指抓手抓取规划方法
M. Seitz, Jochen Kraft
Dexterous manipulations of a-priori unknown objects by a multi-fingered gripper require a vision assisted planning of suitable grasps. The selection of the optimum grasp is based on context information specifying the goal of manipulation given by the user, constraints due to the gripper geometry and object properties to be perceived by a vision system. The integration of vision into a hand-arm system allows planning and performance for grasping even unregularly shaped objects. The paper presents a context level for classification of specific grasp situations and a planning level for determination of gripping positions and forces. Especially strategies searching for suitable contact points for the gripper are discussed and compared to each other.<>
灵巧的操作先验未知物体的多指抓手需要一个视觉辅助规划适当的抓手。最佳抓取方式的选择是基于用户给出的指定操作目标的上下文信息、由抓取器几何形状和视觉系统要感知的物体属性所引起的约束。将视觉集成到手臂系统中,可以规划和执行抓取甚至不规则形状的物体。本文提出了一个上下文水平分类的具体抓取情况和一个计划水平确定的抓取位置和力量。特别讨论了寻找夹持器合适接触点的策略,并进行了比较。
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引用次数: 4
Dynamic task-priority allocation for kinematically redundant robotic mechanisms 运动冗余机器人机构的动态任务优先级分配
D. Nenchev, Z. Sotirov
This paper presents a flexible redundancy resolution strategy based on the task-priority method. A dynamic task-priority allocation approach has been motivated by the fact that the performance may degenerate for improper fixed-priority assignment to various task components. Recursive local kinematic inversion is applied, which, along with a full task-decomposition approach, guarantees the flexibility of the approach. It is further shown that the damping technique is easily implemented yielding a scheme that performs well also in the neighborhood of singularities. Thereby, the computationally inefficient singular-value-decomposition has been avoided.<>
提出了一种基于任务优先级法的柔性冗余解决策略。动态任务优先级分配方法的动机是由于不适当地将固定优先级分配给各种任务组件可能会导致性能下降。采用递归局部运动学反演,并结合全任务分解方法,保证了方法的灵活性。进一步表明,该阻尼技术易于实现,在奇异点附近也有良好的性能。从而避免了计算效率低下的奇异值分解。
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引用次数: 21
Dynamics and control of multi-arm space robots during chase and capture operations 多臂空间机器人在追逐和捕获过程中的动力学与控制
E. Papadopoulos, S. Moosavian
Studies the motion control of a multi-arm free flying space robot chasing a passive object in close proximity. Free-flyer kinematics are developed using a minimum set of body-fixed barycentric vectors. Using a general and a quasi-coordinate Lagrangian formulation, two dynamics models are derived. Control algorithms are developed that allow coordinated tracking control of the manipulators and the spacecraft. The performance of model-based algorithms is compared, by simulation, to that of a transposed Jacobian algorithm. Results show that the latter can give reasonably good performance with reduced computational burden.<>
研究了多臂自由飞行空间机器人近距离追逐被动物体的运动控制。自由飞行运动学是利用一组最小的固定体质心矢量来发展的。利用一般拉格朗日公式和准坐标拉格朗日公式,导出了两种动力学模型。提出了控制算法,实现了机械手与航天器的协调跟踪控制。通过仿真,比较了基于模型的算法与转置雅可比算法的性能。结果表明,后者可以在减少计算量的情况下获得较好的性能。
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引用次数: 65
Determination of 3-D pose of a flexible object by stereo matching of curvature representations 利用曲率表示的立体匹配确定柔性物体的三维姿态
Jong-Eun Byun, T. Nagata
For automatic handling of a flexible object such as an electric wire, cable or rope it is necessary to determine the 3-D pose of the object. However, it is difficult to achieve this because of the intrinsic flexibility of the flexible object. We use the k-curvature representation to describe the skeleton image of a flexible object. Moreover, we present two fast stereo matching methods to determine the pose for automatic handling. The one is based on a least square error method and the other is based on the interpolation between curvature extrema. At first, we need to calculate the curvatures of object skeleton images which are taken through two cameras. We apply our algorithms to these two calculated curvature representations. We execute computer simulations to evaluate the validity of the presented algorithms. The results give us some guidelines for the applications with hand-eye robots. Finally, we carry out a camera calibration process for a linear lens model and an experiment to determine the pose of a coaxial cable with the calibrated camera parameters.<>
为了自动处理电线、电缆或绳索等柔性物体,有必要确定物体的三维姿态。然而,由于柔性对象固有的柔韧性,这一点很难实现。我们使用k曲率表示来描述一个柔性物体的骨架图像。此外,我们提出了两种快速立体匹配方法来确定自动处理的姿态。一种是基于最小二乘误差法,另一种是基于曲率极值之间的插值。首先,我们需要计算通过两台相机拍摄的物体骨架图像的曲率。我们将我们的算法应用于这两个计算曲率表示。我们通过计算机模拟来评估所提出算法的有效性。研究结果对手眼机器人的应用具有一定的指导意义。最后,我们对线性镜头模型进行了摄像机标定,并利用标定后的摄像机参数进行了同轴电缆位姿测定实验。
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引用次数: 9
Closed-loop kinematic calibration of the Sarcos Dextrous Arm Sarcos灵巧臂的闭环运动学标定
L. Giugovaz, J. Hollerbach
Closed-loop kinematic calibration has been experimentally implemented on the Sarcos Dextrous Arm. The elbow joint is made mobile by adding an unsensed hinge joint at the endpoint attachment to ground. The calibrated parameters include the joint angle offsets and the hinge-related parameters.<>
对Sarcos灵巧臂进行了闭环运动标定实验。通过在端点连接到地面处添加一个未感知的铰链关节,使肘关节可移动。标定参数包括关节角偏移量和铰链相关参数。
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引用次数: 13
Robotic drilling under force control: execution of a task 在力控制下的机器人钻孔:执行任务
G. Alici, R. Daniel
This paper presents the analysis and characterisation of force controlled robotic drilling. We demonstrate that a robot manipulator can perform drilling if enough contact thrust-force is provided between a workpiece and drill, and is controlled properly. It is shown that the key parameters for robotic drilling are the drill rotational speed and thrust force. We believe that this implementation of a force control strategy on a robot manipulator for robotic drilling is unique; nobody has previously reported on the end point force control of a robot manipulator using a force/torque sensor for a drilling operation.<>
本文对力控钻孔机器人进行了分析和表征。我们证明,如果工件和钻头之间提供足够的接触推力,并且控制得当,机器人机械手可以进行钻孔。研究表明,钻速和推力是机器人钻削的关键参数。我们认为,这种力控制策略在机器人机械臂上的实现是独一无二的;以前没有人报道过在钻井作业中使用力/扭矩传感器的机器人机械手的终点力控制。
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引用次数: 20
R7: a snake-like robot for 3-d visual inspection R7:用于三维视觉检查的蛇形机器人
M. Lewis, David M. Zehnpfennig
This article describes the design of an 8 degree of freedom snake-like robot, the R7 manipulator. The purpose of the device is to position a CCD camera and to rapidly acquire a sequence of images in an environment containing obstacles that may constrain the motion of the robot. Because of these requirements, it was desirable to minimize the manipulator's size and maximize its speed while preserving accuracy. These goals led to a unique design that is presented here. The device consists of four transmission modules. Each module has 2 degrees of freedom and contains a dual differential drive mechanism. Each module is a little more than 1.0" in diameter. The coordinated motion of these differential drives produces a prehensile motion of each transmission module. The range of motion of each module is /spl plusmn/90/spl deg/ in yaw and pitch. The smooth prehensile bending easily accommodate fragile cables and wiring harnesses. A benefit of using rigid links, as in this design, is an increase in stiffness of the mechanism. High stiffness aids in rapid positioning. One key feature of the mechanism is the use of low tension cable drive. Cables pass over a series of stationary sheaves and transmit power to transmission units located in each module. The use of a gear reducing transmission allows the use of low tension cables. This paper describes the design of the R7 manipulator and supporting electronics. Also discussed is the numerical solution to the inverse kinematics for this novel manipulator. The robot was built at Hughes Aircraft.<>
本文描述了一种8自由度蛇形机器人R7机械手的设计。该装置的目的是定位CCD相机,并在包含可能限制机器人运动的障碍物的环境中快速获取一系列图像。由于这些要求,在保持精度的同时最小化机械手的尺寸并最大化其速度是可取的。这些目标导致了这里所展示的独特设计。该设备由四个传输模块组成。每个模块有2个自由度,包含一个双差动驱动机构。每个模块的直径略大于1.0英寸。这些差动驱动器的协调运动产生每个传动模块的可抓握运动。每个模块的运动范围为/spl plusmn/90/spl°/偏航和俯仰。光滑卷曲弯曲容易容纳脆弱的电缆和线束。在这种设计中,使用刚性连杆的一个好处是增加了机构的刚度。高刚度有助于快速定位。该机构的一个关键特点是使用低压电缆驱动。电缆通过一系列固定的滑轮,并将电力传输到位于每个模块的传输单元。齿轮减速传动的使用允许使用低压电缆。本文介绍了R7机械手的设计及配套电子器件的设计。讨论了该新型机械手的运动学逆解的数值解。这个机器人是由休斯飞机公司制造的
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引用次数: 14
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Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'94)
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