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2012 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI)最新文献

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Uncalibrated fixed-camera visual servoing of robot manipulators by considering the motor dynamics 考虑电机动力学的机械臂无标定固定摄像机视觉伺服
Xinwu Liang, Hesheng Wang, Weidong Chen
In this paper, the uncalibrated visual servoing problem of robot manipulators with motor dynamics will be addressed for the fixed-camera configuration. A new adaptive image-space visual servoing strategy is presented to handle uncertainties in the camera intrinsic and extrinsic parameters, robot kinematic and dynamic parameters, and motor dynamic parameters. To deal with the nonlinear dependence of image Jacobian matrix on the unknown parameters, the proposed scheme is developed based on the concept of depth-independent interaction matrix. In this way, the camera parameters and the robot kinematic parameters in the closed-loop dynamics can be linearly parameterized such that adaptive laws can be designed to estimate them on-line. Adaptive algorithms are also developed to provide estimation of unknown robot dynamic and motor dynamic parameters. Stability analysis will be performed to show asymptotic convergence of image errors using Lyapunov theory based on both rigid-link robot dynamics and full motor dynamics. Simulation results based on a two-link planar robot manipulators will be given to illustrate the performance of the proposed scheme.
本文研究了固定摄像机配置下具有电机动力学特性的机械臂视觉伺服系统的无标定问题。针对摄像机内外参数、机器人运动学和动力学参数以及电机动力学参数的不确定性,提出了一种新的自适应图像空间视觉伺服策略。针对图像雅可比矩阵对未知参数的非线性依赖,提出了基于深度无关交互矩阵的方案。通过这种方法,可以对相机参数和机器人的运动学参数进行线性参数化,并设计自适应律对其进行在线估计。还开发了自适应算法来估计未知的机器人动态参数和电机动态参数。稳定性分析将使用基于刚性连杆机器人动力学和全电机动力学的李雅普诺夫理论来显示图像误差的渐近收敛。基于平面双连杆机器人的仿真结果说明了所提方案的性能。
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引用次数: 1
Heterogeneous feature based correspondence estimation 基于异构特征的对应估计
L. Tamás, A. Majdik
This paper gives an insight in the preliminary results of an ongoing work about heterogeneous point feature estimation acquired from different type of sensors including structured light camera, stereo camera and a custom 3D laser range finder. The main goal of the paper is to compare the performance of the different type of local descriptors for indoor office environment. Several type of 3D features were evaluated on different datasets including the output of an enhanced stereo image processing algorithm too. From the extracted features the correspondences were determined between two different recording positions for each type of sensor. These correspondences were filtered and the final benchmarking of the extracted feature correspondences were compared for the different data sets. Further on, there is proposed an open access dataset for public evaluation of the proposed algorithms.
本文介绍了一项正在进行的关于从不同类型的传感器(包括结构光相机、立体相机和定制3D激光测距仪)获得的异构点特征估计的初步结果。本文的主要目的是比较不同类型的局部描述符在室内办公环境中的性能。在不同的数据集上评估了几种类型的3D特征,包括增强的立体图像处理算法的输出。从提取的特征中确定每种类型传感器的两个不同记录位置之间的对应关系。对这些对应进行过滤,并对不同数据集提取的特征对应的最终基准进行比较。此外,还提出了一个开放获取的数据集,用于对所提出的算法进行公开评估。
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引用次数: 4
Development of a fuzzy inclusion measure for investigating relations between visual and tactile perception of textile products 研究纺织产品视觉与触觉关系的模糊包含度量
Z. Xue, Xianyi Zeng, L. Koehl, Yan Chen
In our daily life, much information related to tactile properties of natural objects can also be perceived by our eyes. This is because our brain has a very sophisticated mechanism permitting to associate the memories obtained from different sensory channels and make them work as a whole. In the present study, given a set of representative textile fabrics, a number of standardized sensory experiments were carried out by a panel of trained textile experts under the real-touch, video and image conditions, respectively. A novel algorithm based on the rough sets theory and the fuzzy sets theory was proposed in order to investigate from the evaluation data the extent to which the tactile properties of a fabric can be interpreted through specific visual representations of the corresponding apparel product. The obtained results confirm that most of the tactile information can be perceived correctly by the assessors through either the video or image displays, while a better performance is detected in the video scenarios. Finally, upon the analysis results, some significant suggestions were put forward to modify the available visual displays, in order to better illustrate fabric's tactile properties in a non-haptic environment.
在我们的日常生活中,许多与自然物体的触觉特性有关的信息也可以通过我们的眼睛来感知。这是因为我们的大脑有一个非常复杂的机制,允许将从不同感官渠道获得的记忆联系起来,并使它们作为一个整体工作。在本研究中,给定一组具有代表性的纺织面料,由一组训练有素的纺织专家分别在真实触摸、视频和图像条件下进行了一系列标准化的感官实验。基于粗糙集理论和模糊集理论,提出了一种基于粗糙集理论和模糊集理论的新算法,从评价数据中研究面料的触觉性能在多大程度上可以通过相应服装产品的特定视觉表征来解释。实验结果表明,通过视频或图像显示,大多数触觉信息都能被评估者正确感知,而在视频场景中表现更好。最后,根据分析结果,提出了一些有意义的建议,以修改现有的视觉显示,以便更好地说明织物在非触觉环境中的触觉性能。
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引用次数: 4
Rotating adaptive Haar wavelet transform for human tracking in thermal omnidirectional vision 旋转自适应Haar小波变换在热全方位视觉下的人体跟踪
Yazhe Tang, Youfu Li, Tianxiang Bai, Xiaolong Zhou
In this paper, a novel surveillance system, thermal omnidirectional vision system, is introduced which is robust to illumination and has a global field of view. According to the characteristic of the proposed system, a rotating adaptive Haar wavelet transform is developed for human tracking in thermal omnidirectional vision. The proposed feature can effectively handle the nonisotropic distortion of catadioptric omnidirectional vision (COV). For robust tracking, we develop a rotational kinematic model based adaptive particle filter, which can handle various movements including rapid movement. Since the involvement of the rotational kinematic model, the proposed tracking algorithm can well deal with the short term occlusion. Finally, a series of experiments verify the effectiveness of the proposed rotating adaptive Haar wavelet transform and the rotational kinematic model based adaptive particle filter for human tracking in thermal omnidirectional vision.
本文介绍了一种具有全局视场、对光照具有鲁棒性的新型监视系统——热全向视觉系统。根据该系统的特点,提出了一种旋转自适应Haar小波变换,用于热全方位视觉下的人体跟踪。该特征可以有效地处理反射全向视觉(COV)的非各向同性畸变。为了实现鲁棒跟踪,我们开发了一种基于旋转运动学模型的自适应粒子滤波器,该滤波器可以处理包括快速运动在内的各种运动。由于引入了旋转运动模型,所提出的跟踪算法可以很好地处理短期遮挡问题。最后,通过一系列实验验证了所提出的旋转自适应Haar小波变换和基于旋转运动学模型的自适应粒子滤波在热全向视觉下人体跟踪中的有效性。
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引用次数: 0
Position estimation by registration to planetary terrain 通过配准到行星地形的位置估计
Aashish Sheshadri, K. Peterson, H. Jones, W. Whittaker
LIDAR-only and camera-only approaches to global localization in planetary environments have relied heavily on availability of elevation data. The low-resolution nature of available DEMs limits the accuracy of these methods. Availability of new high-resolution planetary imagery motivates the rover localization method presented here. The method correlates terrain appearance with orthographic imagery. A rover generates a colorized 3D model of the local terrain using a panorama of camera and LIDAR data. This model is orthographically projected onto the ground plane to create a template image. The template is then correlated with available satellite imagery to determine rover location. No prior elevation data is necessary. Experiments in simulation demonstrate 2m accuracy. This method is robust to 30° differences in lighting angle between satellite and rover imagery.
在行星环境中,仅使用激光雷达和仅使用相机进行全球定位的方法严重依赖于高程数据的可用性。现有dem的低分辨率限制了这些方法的准确性。新的高分辨率行星图像的可用性激发了本文提出的探测车定位方法。该方法将地形外观与正射影相关联。漫游者利用相机和激光雷达的全景数据生成一个彩色的当地地形3D模型。该模型正投影到地平面上,以创建模板图像。然后将模板与可用的卫星图像相关联,以确定漫游车的位置。不需要事先的高程数据。仿真实验表明,精度为2m。该方法对卫星和漫游车图像之间30°的光照角度差异具有鲁棒性。
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引用次数: 8
A fuzzy logic based bio-inspired system for mobile robot navigation 基于模糊逻辑的仿生移动机器人导航系统
Lei Wang, Simon X. Yang, M. Biglarbegian
This paper presents a new path planning method for mobile robots in unknown environments. The structure of the proposed algorithm is a hybrid fuzzy logic neural networks, and hence it benefits from the potentials of these two techniques. For modeling the mobile robot, the proposed system adopts the Braitenberg's automata models that were developed for agents. Wheels of the robot are represented by a bio-inspired neuron of a neural network, where each wheel receives different sensor inputs indicating different signals from either excitatory or inhibitory synapses. Training of the neural network weighting is automatically achieved through the fuzzy system that is developed to adjust the weighting between each synapse and neuron of the network. To assess the performance of the developed algorithm, simulation results are presented. It was shown that the proposed method can successfully navigate the robot to the target, and turn the robot at corners for given desired angles. The methodology proposed herein improves the Braitenberg navigation scheme and offers insights into using biologically inspired systems for path planning.
提出了一种新的移动机器人在未知环境下的路径规划方法。该算法的结构是一个混合模糊逻辑神经网络,因此它受益于这两种技术的潜力。对于移动机器人的建模,该系统采用了针对智能体开发的Braitenberg自动机模型。机器人的轮子由神经网络的仿生神经元表示,其中每个轮子接收不同的传感器输入,指示来自兴奋性或抑制性突触的不同信号。神经网络权值的训练是通过模糊系统自动完成的,该模糊系统可以调节网络中每个突触和神经元之间的权值。为了评估所开发算法的性能,给出了仿真结果。实验结果表明,该方法能够成功地将机器人导航到目标位置,并在转角处实现给定角度的转弯。本文提出的方法改进了Braitenberg导航方案,并为使用生物学启发系统进行路径规划提供了见解。
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引用次数: 10
Using multi-dimensional dynamic time warping for TUG test instrumentation with inertial sensors 基于多维动态时间整定的惯性传感器TUG测试仪器
A. Al-Jawad, M. R. Adame, M. Romanovas, M. Hobert, W. Maetzler, M. Trächtler, K. Möller, Y. Manoli
The Timed Up and Go (TUG) is a clinical test used widely to measure balance and mobility, e.g. in Parkinson's disease (PD). The test includes a sequence of functional activities, namely: sit-to-stand, 3-meters walk, 180° turn, walk back, another turn and sit on the chair. Meanwhile the stopwatch is used to score the test by measuring the time which the patients with PD need to perform the test. Here, the work presents an instrumented TUG using a wearable inertial sensor unit attached on the lower back of the person. The approach is used to automate the process of assessment compared with the manual evaluation by using visual observation and a stopwatch. The developed algorithm is based on the Dynamic Time Warping (DTW) for multi-dimensional time series and has been applied with the augmented feature for detection and duration assessment of turn state transitions, while a 1-dimensional DTW is used to detect the sit-to-stand and stand-to-sit phases. The feature set is a 3-dimensional vector which consists of the angular velocity, derived angle and features from Linear Discriminant Analysis (LDA). The algorithm was tested on 10 healthy individuals and 20 patients with PD (10 patients with early and late disease phases respectively). The test demonstrates that the developed technique can successfully extract the time information of the sit-to-stand, both turns and stand-to-sit transitions in the TUG test.
TUG (Timed Up and Go)是一种临床测试,广泛用于测量平衡和活动能力,例如帕金森病(PD)。测试包括一系列功能活动,即:坐立、3米步行、180°转身、后退、再转身、坐在椅子上。同时使用秒表对测试进行评分,测量PD患者完成测试所需的时间。在这里,这项工作展示了一个仪器化的拖船,使用一个可穿戴的惯性传感器单元连接在人的下背部。与人工目测和秒表评估相比,该方法实现了评估过程的自动化。该算法基于多维时间序列的动态时间翘曲(DTW),并结合增强特征用于旋转状态转换的检测和持续时间评估,而一维DTW用于检测从坐到站和从站到坐的阶段。特征集是由角速度、导出角度和线性判别分析(LDA)的特征组成的三维向量。该算法在10名健康个体和20名PD患者(分别为10名疾病早期和晚期患者)上进行了测试。试验结果表明,所开发的技术能够成功地提取出TUG试验中坐转站、转弯和站坐转换的时间信息。
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引用次数: 23
Mind-controlled micro-biomanipulation with position sensing feedback: System integration and validation 位置感应反馈的心控微操纵:系统集成与验证
Yudong Luo, Yantao Shen
An integrated micro-biomanipulation system that can perform mind-controlled biomanipulation at micro scale is presented in the paper. The system incorporates a non-invasive electroencephalogram (EEG) device with a high-precision automated micromanipulator through high speed network. The human manipulation mind measured by the EEG can effectively drive the micromanipulator to perform the 2-D manipulation on bio-samples at micro scale. During the manipulation, the trace of human manipulation mind or movement signal is monitored by a custom-built high-precision position sensing detector (PSD) interface unit. In addition, topographical properties of all 14 EEG channels from the operator corresponding to 2-D mind movements are plotted and preliminarily analyzed. Experimental results validate the performance of the developed network-enabled and mind-controlled micro-biomanipulation system. Further work will focus on using the system to investigate neurobiofeedback mechanisms or manipulation behaviors of human brain during micro-biomanipulation and microassembly, so as to facilitate developing high-efficiency strategy of engineering approaches in micro/nano level.
本文提出了一种集成的微型生物操作系统,可以在微观尺度上进行心灵控制的生物操作。该系统通过高速网络将无创脑电图(EEG)装置与高精度自动化微操作机相结合。脑电图测量的人的操纵思维可以有效地驱动微机械臂对微尺度的生物样品进行二维操作。在操作过程中,通过定制的高精度位置传感检测器(PSD)接口单元监测人类操作思想或运动信号的痕迹。此外,还绘制了算子对应二维思维运动的全部14个脑电通道的地形特征,并进行了初步分析。实验结果验证了所开发的网络驱动和心灵控制的微生物操作系统的性能。下一步的工作将集中在利用该系统研究微生物操作和微装配过程中人脑的神经生物反馈机制或操作行为,以促进在微纳米水平上制定高效的工程方法策略。
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引用次数: 1
A multi-robot platform for mobile robots — A novel evaluation and development approach with multi-agent technology 移动机器人的多机器人平台——基于多智能体技术的新型评估与开发方法
Sebastian Rockel, Denis Klimentjew, Jianwei Zhang
In the field of robotics, typical, single-robot systems encounter limits when executing complex tasks. Todays systems often lack flexibility and inter-operability, especially when interaction between participants is necessary. Nevertheless, well developed systems for robotics and for the cognitive and distributive domain are available. What is missing is the common link between these two domains. This work deals with the foundations and methods of a middle layer that joins a multi-agent system with a multi-robot system in a generic way. A prototype system consisting of a multiagent system, a multi-robot system and a middle layer will be presented and evaluated. Its purpose is to combine highlevel cognitive models and information distribution with robot-focused abilities, such as navigation and reactive behavior based artificial intelligence. This enables the assignment of various scenarios to a team of mobile robots.
在机器人领域,典型的单机器人系统在执行复杂任务时会遇到限制。今天的系统通常缺乏灵活性和互操作性,特别是当参与者之间需要交互时。尽管如此,对于机器人和认知和分布领域来说,发展良好的系统是可用的。缺少的是这两个领域之间的共同联系。本工作涉及以通用方式将多智能体系统与多机器人系统连接起来的中间层的基础和方法。提出并评估了一个由多智能体系统、多机器人系统和中间层组成的原型系统。它的目的是将高级认知模型和信息分发与以机器人为中心的能力相结合,例如基于人工智能的导航和反应性行为。这使得可以将各种场景分配给移动机器人团队。
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引用次数: 23
A design and simulation of aircraft drilling end-effector based on bionics 基于仿生学的飞机钻孔末端执行器设计与仿真
Peijiang Yuan, Tianmiao Wang, Fucun Ma, Maozhen Gong
This paper describes a design and simulation device for the aircraft drilling end-effector based on bionics which is mainly for robotic drilling on the aircraft surface and inner structures. The whole system is composed of six modules which are controlled by master-slave architecture. Automation studio programming software provides a programming pattern to control hardware system. Experiments show that the ADEE can greatly enhance the quality and precision of drilling holes comparing with manual drilling. We use Matlab and simulink to simulate the process of drilling and test the drilling results with non-PID drilling system (UPDS) and PID drilling system (PDS). Experiments demonstrate that the drilling results of PDS are obvious better than UPDS. At last, we apply pulsed thermography to investigate drilling defects.
本文介绍了一种基于仿生学的飞机钻孔末端执行器的设计与仿真装置,主要用于在飞机表面和内部结构上进行机器人钻孔。整个系统由6个模块组成,采用主从结构控制。自动化工作室编程软件为控制硬件系统提供了一种编程模式。实验表明,与手工钻孔相比,该方法能显著提高钻孔质量和精度。利用Matlab和simulink对钻井过程进行仿真,并采用非PID钻井系统(UPDS)和PID钻井系统(PDS)对钻井结果进行测试。实验表明,PDS的钻井效果明显优于UPDS。最后,应用脉冲热成像技术对钻孔缺陷进行了研究。
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引用次数: 2
期刊
2012 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI)
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